{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy.ndimage import gaussian_filter1d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V8Cx542ruGLmXYvpm3jBgcnLti9RCOOuN8FI4wYglKJQGyOmjmPogo9l++rsLPFV9gQGty0pU5Kbs9QzI5/F9iZcEeFInIaQSJviUGUwkmr6VIF7mmJ9GT57EJk1XSgxh4yUxaBsoawlePEMXiRsllDSTnBZD+Ahx9WEC0Y9uvw2j8JNoxtCrO9mUdUWFT3nNkTIhcr5K4nwOoZkEcY1OtADGJnrKv0MiA+J4lYACmjaIrpWQxn6cwEETKXR9hOXWE/ix5HTzSbYVLHpTm2lHXR5a+D1Wuy/gJh7zzklKqa18Y+XLuLEgJy9wsv4YafkKK+5J1rwdlO0Bmt5BOsF5sul3YGllCmaTsrhIxatiih525XZytv4YS2GebT0BBW2WVuDz6QWbRjDGFfl+UnqKdniaBZlmY24PP5ORlO3taNooPVaJC82HeWItJq3Nsy1TJW8U+fTM00y1FqkGPjl9nJSeZUt+E+/fch+/c/aTbM/v5G0b9nC+/nu0Q5eaN8revgpZcwCAY9UnSZIAL04TxjGIAh1p8HB9G1f33MserURR19hVuJE5Z4FC6vVYUqdsDyOMX8Dxb2fVeYocFun4FAW5xHQ8wvNrf8Ydg/+di5XfpxKuUhQxpohoM8hg9oMstf8CHY0+uYwgiykgoksz0fBJkRcdIMGQFaT31yTB50i0jZD5cfTsW9U5QeW7Ti11Kq8ZUvok3vNEzV8jcf8WP5pGyhAj9wHCaJ5Qtsmk7yVl7SKfeReF1H2I8Ai60DCt3bixpBH5jOZez1DmBnyyzDtHKVujlO0JDlW+yvHmc2xMjVDUm2wv3kePvQ3Hf4UhyyJICjxWmWY0vZ1jnQhbnmVzqoYmNDrhFJsKb2ZX8WpuGfghZFLl5bbN1T3v5NaB2+jKXj45c5qjjQvc0esznhnA1Dex6K4QJDXOdDwiaXJVsYfteZPZziNkjH5i6bDmneFE42t8bVnj5WY/ur6RWwZupOY+SFoXVAOL63q30IrgcneFicwQFzpr7Cvv5FTzRer+JbpyJzsKO2gEEZ+ZnWZHYSN/eekAM26aiayLEAZX5m0MMUbZGmXVm+dCt0qPPsWBlW9wqn0JPXoRT2zh+p6bMY1+0vZuerNvYMENaMQD7MhsJtELpOInkEnEvPMifdoMA+nX0Q4ukxZV6t7zYEyiiQ348QJZvU1f5u3E5m10ZZZs7r1Y5huJgmeJ8TGEBoQkchWCJ6H7caRMgbkdIcxXe0oq39/UUqfy2ibjJaLaByBeQuCAvpNYONSlRwkLmXk37e4/0vM/f97Qe9GEhSlAyhZp404icYaM6WPqOSy9zIXuX+NFgpK9HYBO3EGSQhib2Z7q4VB9ihv6trI5HaNrgxxsT5DSLxLEh9iauxE3HKScMthY/HEEknONL/Fy/RLbi+9gZ/EXeLO1xm+c+AzHGvNMpI9SNHKEESyF9/PWsWu51F4hiqYYStVYDa/nSHWJrHGW6U6Ta/v+NUVrgudX/wQ3rnFV789zYPUbtMIGO4qv51C1zoEVuHVgiNv6jpLXz3PX5Idx4izX921ld2mCHivPn539MgkRPzRyDeP5/fzB2Qpz3RUud1fZk6+S1iqU7RG2FYao+ms8uDJHyehgagZzrknLPYdMWgwYBZb9AWrOIb5ul3jj6I8B0I07PLz0RWJCzrUlm1NFRq0Mle4X2WCW0LRx+rPXMu2eRMgFUiIiK48Ra1cSixw6Xaa8aZxkgSg+x4p/nGE9wEpcUppA0w3CJMBEYGoxUnYIOr+F7Pw1un0PVulX1bEI5TtOhU95TYijadxoHlMfJ0qW8Ywr8OM2cXQWP5qmlH0nkoQV5zjt1jewjV62l95HqedjxDLhq3P/jmY4xx1DH2a6e44L7SNszt/K8foB1vx5euxh7hn6CfYU7uZQ/RBTwRjHGk8xnBpmb8+vIUkYKVq0wyXmW3/NN2srdGKb12/4qX86qN6OHB6Yq+PNfJLJzCgFK4OORlYvcLg2yEjqOHOOw9F6DzuKLk8uNXmm0uHHJ3ZSb9mcbXTYV7wNTfSTyBHOtabZ2/OTVPwOTy0vMtsx2F2IOdf8Ahebd7DmT+DGV7IhZbHgHeBLc/9II9jNjf3bGEyVqQctpruDjGfnWfROcrbzDUZSC2zN7SWtmcTiFo40LtCMdX5p7DeIZczzjU9zsX2GidwA2/I7+PryEmOpAE1kCZmgGy3yxNo01/XXyRsaOgZZ4RHKmKxuseDNM2h00IVPLn03m/v+A1+Z/V2yzJPS+8mZu0jCr5MWq5jpuzjnXiZrTiDDk/hxgC1iskYTNOgmOlmjjCkaaPoofpwmTI5jC4EuFtH8zxDWKmip16Fn7kXT0q/yLFV+UKilTuU1IYqXccNXMLI/S2SM0PROsOI9jikFudz78eM2hjHMxebf4sV1NGExnL0ZITScsEklWGAwtZ15b42Kt0hCyE1972RjZpy68w80A1jw2nxh/hMsuucYS/UyZs1wqi1Zcx+m5r3AWO4uStYAhxppOpGgzzJxo8OMZHaiC5PB1F4OVadx4zUmsh12FK7it/a8j92lTRxcm8LULrHopNmYXWHGeYyb+m/ktoFbuKHvdp5du8Rct07Z6ufRxXmW3BX+4vwTWHrI0YrLY0vHuGFwhU25kLlunQOLMR/ccS87ixv4s7NnyZg1JnO7uHngFkYyOQ6sfoGXaw9xubWBV2o2G3MdJgtXkNaKZI0q51ur3DX0ZjZmJ0kbBTSxyKp7nrFMB8QOTjRarLrnGUlVGc9EXN37I1xVvpLtxZ3Mu1UWnVVWux/ncvccI3abjWnBUPZdHG1N0We5SPGtA/cvrX2KBa9CJUyYDfo53nWwzAnasp+O/yyLYZshw2QhrNCJBVfnbyCSLaR0MESCk4Ro+NRkEZGcw5MhhrCxhADS6PE5Iu8RpPMJku4ziNT9CE0tgSr/R77tUqcKn/I9JaVPEp5AaD3/20MMmj6MZd+EZe8jnboBy9xG23uZvvyPMu++QNU7zObCj1FO7Way8C6Gs7cihMaaN8sX5z/KkrvAleX7mXXO0Zca5Q0j78fUbKRsc6b+OZ6rzXCyVaPmO+zIZvih8Q9QTO3jK4vH0aiTN/v4+OXzjGcGeLk2xVy3ysnmPMhldhX3oQkbSze5tX8TSfJ1oqTKY4sd6uEUA6l+Hpq7RM3diKWn2ZzvMNce5KaBu9hd2oYTd1jyHuNd4zdxsj4F+nH2923CiWJmWxppw8VPzpKz5glkzPML28nqRe4f30POclnyLnJt315u6r+TidwGLndOcrDyEHmzxCtrWc42HTr+Rv7tFT/DePYaqn6Vw9WIwVSObvICGX2N8+2DLLmnqfqXKJobaUYakhbX9KRY8q7hK4vn8SPJQKqfut/h+eo5ei2LOXeR8ewkM96VzDtTTKZOYwqPQKaY9yNW/Gny+ioON9GKY9xEcEUmJJZn0LUtFDWfIXuEWb+GEDZFZoiNHQRSYmqSihxhJQoQyTJZTWLrZQL60PDQtB7ipE1IhC1AynlwPw36BMJUB+KVf5EKn/LakAQvELR/m1jqoG/4p+UrIQSxhPn2A1h6LyJZJSUcegs/Q9m+iv70DQQywdLL2Hr+f/lgZMmCM8Wqv0LZGuXuofcwltmG/j+jqokCWftm2lGaZuggyWIbm9me76MZmjxXOY2ldRjJjNAKX8GNzvHeiZ/g5v49jKQHuGvobv7ozEFeWLuIbVyi4i8zlt3HU6sLHKum0UWLG/u2cqr9FMVUhT+85t9jajv52myX0ewgWwv9fOTI3/L4wiybiwYH5lwKmSWmmnUu1lwqnseKO8+plSwy3shoLsflbp33brmK8cwYf3rqCwwW1rh/5J189OUjPLM0xdFqg27ikLfy3Np3MzPdOpOFAneP7MbQLLYWrmZXcStPLJzn76YvMZEfQqeHzbm9nGqdRddbXF+6hanOARpRnUW3TCeSaEJSCWqMpE9QMHR+YvOvEMRLHKy8wpFGTL/lUjKWqEc2GD9NM+mlHayCyPLW0V+lHrnMO5dJa21KWoPe1H6uHf4Ec77Pir/CVruOSRUnnqNNL6Z9P/XQwRM5ilSISJHK/3vWvKOYmsRJIjpJC5eYRCYExBhEBN43wD8JmAhjs/rqJOXbUeFTXh1SegAIoZFEl0i8p3DCRWrOP9B2HyIWZdr+i6SNncy1P0/FeYyUuQFD1vCDQ2Ts27HNUY7UHuTAyseYd04iZYqn1r7AeHYXy+4SMTZlM42enOBU7VM0/BOM5u7CS3z+eOpTXOxcZG95D28cvpfL3SrnWs+z4j7KFaWr2Vu+mht6r6Fk9bHoHiRr5NlduouMkeZ4bYVT9TV0IRjP9tCOX2HVW+BC9wzbCztp+wW8sMTpusPrNowxmhmix9xEnGjcPLSJ/f1jfOL0i3zx8kkiCdcPjbKntIslt8pys4fZJvTYBruHfC5X87TCDkZ6kdGCpFaf5KWlBWJjhbSZUAkbpHUTzzhOvz1MlMDLlSk+f3aNd+6wCLQTjGU20Wv3crG1yq8dfoCXqxXc2GWhW+G55ZCqZ7HmuaSMkHPNBdBqVL089w29BZI0lkjzvk23YelVdhevwNKGMbUNfHnhDLaeoRXZ5IytVKJe7hi8h8dWDrEa6OSMGpc6M7QjE11O028bLIZDSDnPvHOe1e7nyepQsK9mIWiQQRAwzFT3KBkxh6EZtKKQqjRo+QcIZYswcYkADQ8ECCzSGiQSIhGjxbMI/+skcRvN2ocQ1qs70ZXXIvVUp/K9lyRdosrbSDDQi7+LlswiwxdItBxC9JNoG1nrfANwcOOQ+cafUErfR84YQ0qfUvE/U/MO0ZN5PRVvnjCRtMImXuKQyG99xNfh+nO8Uj/OfQPjVN3jzDqClPmtaW0InR4rw6HKC5xtzpIxNrLs1Fj1BW4kuKJ0mpv630YsNV6uXuae4f/AWHbyn+4WX1i7xNHqPMPpEr+z/wYK1l6iJORTU49QsDfzyduu5uHZM7hxyC0Do/zd7Of441MPstZJ8+e3v42MYfGl6bO0XZNrRrsYIsubNu1jQ9GnNZjhlw4coNI0oHecH926kX+4cJwgKLOlNMnfLzzHWiPH27dtpGA1mOnM0y+uYEtuE28evYln59Z44oJkUz7D/vJuHllZZMVbYWt+G1+fP0CsnyNv9rA7n+P5xYhCpkU7mQc5wulaG1+2uW1oC26qxaOrf0sUFVnqDnChVSViheHcOdxoml/bfT/X9q2gS4dTLUl/Zi//euJXEAi+sdyLFzosuCUQTSZyo3hswU1OUDDTWMYkq+4z5Iw+BuydLHQfJ5Yubb2frN6iqLXRRUiORaQRMR/m6dN8QnTqssSkDhoxJF0SmRCSppOE5ESAJxJ0BIb7KfAeRiv9HnrqpldrqivfZ9Qdn/JdI8OzxN1PIWWDGBMr9+NgbCWVfjeBKFD3DtGNV7Gt/aQ1Ey06xEDuXdSdrzDT/jQLzhxe8E1MYzNnOmfpsSbZXbqP7fm92KxSssbotceYc+ZIs4Sh2RTTP8Rk/j6O1k8xlhlhIjNBO3QYTm/kwOo5dCTIIq1QEPMKcx2L3z95kEeWTrGrOMnm/CAAtaDK/t6N5I0sVdfl/ztxkN3lESw9xWfPXcSNIIrh+cU5/tWO/VxurfJfDh5GJDYf2HM7k8UehBAsyRNs6TUYypY40jjNVHuGt214IyWrh6V2h4yWotqyeNPkHuZabfoKMJgrs5xcJJNyqLNIxevSbQzz8NQqRaMXwjyvrC5hoPOXd7+DY5VlPntshX3929hWGuI/PXuQ6aqBTLLcMriPi40qxZTHcLFNzowJxBLFdBcZDVIy+/BYYFO+xLbMdTxfuchgbo7eVIOskWZzPs/FzjGCJMf2Qpo7Bu6nxx5hzatyuPYXRMka57pDFM0x/u32H6NkeoBLWrPwEh8nEZzrZjnTbaALyOgeab1IwRrDCRe4HJRxE/AxSenjbCy8kSieR5NVbP1KbGMj3WieWKapJwmm5mMJQBRJEg9dSAxcYu9RBDaIMkIvvarzXnnNUHd8yveOlB5IF/QhpHkFmnk1Zu6nkTKk1f4jNG2YTOp+Sul7aLX+nsXO15gs/yJjvR/jfGeKtHY1y3GFRrjMruIbMK38e4IAACAASURBVPTN7C+/mW+ufYPL7iPkdMm55tc5Wp/luv5386ahG/nS/B+xFvTzW3vezodf+QNm3WXa4SWmOiHPVebZnh9jez7D5VaFyfx2NqQtTjUkM80pZrsxk7l+9vdNcLT+CiB5eu2beEGBh6Yb9NtFvDiiEwb8+vOPEiUJWqzxiVPPsOx0ed2GzRi6SdPJsixhQ9Hkt8/8DT8yfh+b80MEcYQfaJzrzLDS7bDmODx7eZ7r+8Z58PwZrhsd466Nm3ndxs0suRXyRhovlHzmyBQ50yK2Cry87JHNx4xl+/jMyVf4uX3X8VN7eskYBg8vPYUrHeZaNQAsLY2QJim7xYMXj1I2+rDNNS7VdS4t92IYWXaNLXJ81UHH5qM3fZBlBz4zf5jNpVWyZsC23BX02BuZcypsz93Ho4seewr72JS7mvPNE3zy0lOca23A0jyCWEdIm7+fe5hV90muLFyHI9vMOs+Q1xN8SjSigF5zEE2k6MYSPYQW+3BwCZKIKPbYnV5hpv0lDJElJWK68QyJtgFdH6OR9ONFpzGFhdDG6S9/jEb9R/CTGgVNImmid34b2flvJPl/g579afUFucq3pcKnfMdIGSCTGtL5HKF/CDI/AVoOoZeoe88ShqvYxn7c8ChJ9y8YLP0BTecfiZKIHnsXhjHOsvdlMprF7YP/lSVvnkdXPs/p7iqvG/hxVv0Wo5kNCDHGie4w3bjDSG4BmVTpxhqSIQxN456h6zhaf5ELnYM0whavH3g7K15EKBYYzsZsyU4w7x7HlR6ep/G2sat4//abyBoWB9aeZr5hQDzAxYbLWA42Z3r49atv5K+Pv0Tbd7ncXeTFxUuMDtXQcoKPvvAUP7Z7H3//pveQN21aQZVa0CJMYt4+ei+fPXGUh86e4Uf2vZWHTszzm0uPc8GZwWtk6UlnuWFkFDfy+bvTR3ipc4xMUGZ6MWSjsZUgiXC8OqaAiXKWK8rj3HrzLk60z/H4xSfps8rM1rsYIsaKs/zhC89hBhpDdgrX9/AcjeGyTaPdRzNskxCTMTWcSGeor4GWhGzJb6EVH2PrwBpB2MNa6PPscowbHydttRHxMGVzEx878xynm89QiY8QxJKqP0KY9LIx20M3Snh48TyR7OGl+hyT2WGK5jZKRoN7B+7k0eUvM+8KimZMXhdE6DTDmEj2MZTaRDN4liB20HWdjnYridaiV1tmLfRwgjaWVqWgORiYJHKNtv8skRzFokonidC1FKbUEcJDtj+K7H4DredP0c3hV/uyUF6DVPiU74io9YfEwXMkwsKLunjRKxhJl1L5r6g4X6HlPoATTmNbNzFR/H+I4nlMvR+fbTSjM4zHKxRSV7Ilt5fTtf/OV+dnkGIMpGBzdi8L7jxgcm3PnWzIbOANwz/MQGqADekRnl39CgkD7C70seI1uL53H8+szpFPZdGYYaEb89zaRXaXB1nqdrlYP4Ou1enLefSV6rx38hqKVho3Crm9/CZ+/tjD9KdCdvZs4J6xO/iL44dIG69wPjpC6PSxc8BgruYRhwboEPuQ1U2u7P/Wm+zXFy/ghiagM9to8M3lY8iMxx0jV7Jah1PdC3hrBp4X83M37+ex2ov8+aUVlhouG/Uhnru4jBdIbtwyxEy9gutIdKGzFFT5m2PP0y/6ON4+h9FfR9PnWJzPIY0IQxgcXppjodXCSEdILYMQktsnSxxcatDuNpnU0yx2OzitftzYI2Ul/OHpz3GmNU05A71mmVhq1B0XKBFJkws1jeF0la5sc6ozT8oQmJjc0JfiuRVBww/wkyY3DwzixGnm3SXypkFWX2QlDDi58CzQx+aMz3juNkrWCJdbh0C8gBdPctE5hZQBtXCMDak+snKemnQYLP8oVvcBqkjiRMMWKQQbGErdSLXzMVK0CDCJZYCWuMT6bgpMI+hAfBRZfT1J+RNo9nWv4pWhvBapPT7l/0riv0jiPEDsfpkkXkKk7iYIXiSRHnb6ftzEY7H1B2iin2bYIUyWqQezOJToT1/D0frf0k40htK3UPNPkTK3MNV6mk7io8llJnJ7kRTZkt/Dlvx2JjPbaIQttuY2U7KKuHGbz848QNVvUg9XudTVGE0PMt1Z4c7BW7h98B4+f+kwnSBgpWvz1rHrecvY1QRRlkVvhWJKMmZdweVWnd8/+gwvrSyRN21uHd7EtQNDTOSKjOXKPDZzBs3u4nQNlpZSGGGRVsdgV3mc6VWHqUoVL1PjoYWXGdQGcOspnjm7xMHLc1xe7WCGFit1hwfnX2Kqs4wQCUnH5LaJSR4/M81a28F1E9w4IVeW9GgF3nLFNo5dWiNJwDJ0ikaGkZ4crabEjNN0qyk2FHupOS7Z/gC3rWFHNmPFEm4QEns6eirA7RqsaHMEccDisk3km/RbgyxUNSr1FPPdJs12nqytc7keUmmnKNlFXj86SjcKcSONNddhJNfFtjxAww3HOd/06EYxGhqJSNhRGOF0o4GQFu/b9HoW3DMcrWVYCwzKVsJEJsf2wg08tnqWM515BkyBLgYYSQ0TxRewRYTQhsjrebJiES9qk9JzGDToxDG+GGZLzwdoOF8mjmdJpMSJBREJhqYjZRMdH0mEJkBDIqMmIMHYpo49rD/qOIPy3SH9pxHhEWJjNxEOdu5DmPb1uMEFguAourkVP2li6Jtw4mmQDSLp0I4thtPXkbUmEaKPxe4XWOg+wUT+fqrRALa2nYHUTi45p3mudop6cImL7ee50GnxxYUn2ZIbp2jlON06hhv5ePEQdw68gSdXzvN89QxRUuOlyiKX3ON0ohq39u3ncrfBuyeu5e4NO1judjm7mvBvdr6HPz95mK9eOsOq22FXf54P77uNL00f5ktrT/Dg4os8O38Bv5lHD/L4Vpt2WyNr2Ny5bYQFucR4X44rx/pwpMvBynleXl3gyPk6y+kl+soWPVqW49UlLi+1WVkLEZGGoZl4NcEzU5fxCl2ClkWqk8cttLFLkjAJeeHQGo4Tc9vkBFcODlNZi/nh3dfwizffyOVwiRPVRYYH0lyd2ooR2ASOQcvzuWVsnDds2cFL7lmEMKiuSlxcVufzWMJi91AvfWaOpU6XWCbkyw45M41hgO8W8UINq7CCEfXxwpyHwMfUNdpemoZTpGyV6cgVpIixjZgt+SK96TYVv4atxQjjEs+vXSBvlph3HaJEY1N2GVd6bEjfxmz3OEE8TyQ2ccGp0Qir5PU2zbiPfeUbCeI1Kv4ss36NRjgP2NhaG50UcTxDztyIHzvo2k66yQoAees64mQRTfjoQpAAMRIjmSHxHyGRZXR776t6rSjfcyp8yneJuRORuhMjdRuGfT3oQzjhNKvOg5jmdnLp+6h0PkM3WqZkb8XjappxFie8SDM4xIX2Uaa7x7mq533EgBdbnGif50TrGBe6VRBlSqbG5txWLnXPECSw4F6mEVQYtIf47MzHsbQUdw3dwO2DN3G8+RKCBlGS4kS9Q9YM2Ne7gU4Ys6swxj0bdiFEwpy7wMWaw0K7wy9edRO7ygOM5nIcar1CLewwrA9yqbNCSIJMdJp1jWrb563bdvKh626mE7gsdOrMd1pURYNm3OUje97B9b1b8WREXTQRqYTloMWF9hpaJqacS1HM2lw5OYiTRKTdFE3XJ+7xCayAsUKJ3nYvu3IbODfVxA0jwlhSd7q8tDpHqgfuHt/Bbz/+Ta4YHiAOJL+8716qLQ8ZGLx1105SwuDp6Us0fI/xkQxDmTynZhpIKQh8jXRKki77zC379GYsOnGHMr306CUu1dp0uhDHgolikRMLEVU3wLIC0tkOluUyYk7yylqbuptCyBghDTp+H34c0PYt2lGXcsolZ+TIG73Uwi6R1BjL5JlxDY41XkaIWVJ6RCIH6U/1kTL6aYRV2rHGmn8JTS4SSAshDHTh0opjClqJtvRw4lUsfQIzdRfL3tMIXFIiJk7miKSGpRkkxIRSQxJ/664PSRI+Dc6jaJk3IUTq1b5qlO8NFT7lOyvynibyHkEYmxBaGaHZaHo/jc6f47gPYqfuorfwC9jmJtr+HP3599CXezcnmg/RCGewNRtbK7EamqT1IivuCvVwlRPtKdJakb7UZpw44Mri9dw38sPsK9/O1tzNDKc38djSSRIJBkOcbddBOASJw77yfrqRw4nmRd4z/kaKRg9bcls42z7H4fp5TtVWMWWefEry+dknODLrcLFW57nZGSbLJU61LrOwlmAIExFbLHQ7CFNyVWmCy+0a/UM6f3TLu5go9PDLX32EuRWH3iGLgUyO8Vw/J87UeP7sAjN6lZPNFbpBTEGk6UYR7950DamCzrnOKufaa2hS8L7t+wm9iNVlF5GFbfoAUVey2Giz1OqglRI0TeCZAbEd07V9nj5+mQurNVrtEL8l2D7Qzzuu3s1d2yZ59PQUBy/NMutViIyQ+qxgdtZhfIfNatQiaRhIoJSxcDrgpdv4vgTfYrbRxvf1b+2lpRKEldCRbcwwzWA2y2pTp0eMcK5WR2gJiISWm0WTJSzTw7DadAOTNU/jhtJNDGUzXHLmaPl56oFkxZMULZPh1CStsIMQNrbRxtY8dGFSD2MSItzEwE1ybMpdx/6et7HoPENGD6nHOp1Ep2hAkjSp+wdJpEdGSFLGIIGMSVk3Yad/BD84hiTA0ASxTNCFQBcCZAWcz5Hoe9DM8Vf7ElK++1T4lP97Mq4iW/8JiUHofp3If4R293GiZJ4ECSKFoQ9h6oP05H4KTcvhx02O1T9N1Z+mETlU/TkyeglLL6NpNlLrYc07TyuaJUxSOLKIl7hoYgRLz3GkNs3x5nlu6LuaXruMFyecbM5iMsjz1Qu8fewO3rvxTVxZugpLs6j5AU8vTzOSHuWdE9dwVe8Ij68cY8DuYVzfxlenp9haGOTl1WVqnYgtxX5Ora0SRCEy28LvmMy2KtSbIY2uR6MTcE//VVxq1kjbOjeMbGI4W2TJbXJhpYoW6/zqdXezsubzpepx5kSdK9MjnGqsECUC34V3j1/FctLlqcVLtGo+oqpxU3aSD955M0cuLzAvGxR60+g1nbF8iWp/m4rTJTYkI3aOmu4CGrvdYeJAohckVsfkhh3jDA3lSEuTi50qB1YucKgyQ1N3GRVlplfqrNS7tAyHzdlBRswyw7k851Ya+GmXLb096J5NpihxMx0KSY67Jie4WGnSdSIC3wAzoNqN8DydKNZwkwgSk+09/TT9gJxhU04LEuGz3DZJZMJ0d4FWvMKllkE7/FYkDS3hrsGN/OTkT6GLDGfb07iRhy5HONPuYAidglEjSkwEOrPePBX/PFeU7mXFO08n0TCEwE+y6HovNm0QPhnrBvK5dzOSfTst73G64VkEdRAlpLQI0TAYRcgWQoAgQHiPgLEXoeL3g06FT/kOkF3wHyMMzxNGF0gSg25Sww+epe09gxPN0Jt/H7a1m4uNv+Jc/Y8Yzt6LG3dIsPCSAEOzSRmTSFEikDqr3jFK5jCxEKTNPu4b+gUWXBdDM5G08eMW7ajNSKrEaGacS90LzDqnaYYapsjgR7CrMErWzHC5u8RDS8/w7vHXMZLq5z++9ChJAs/MrnLb0A5uHtrBc4szTBTKLEZrVDyHn7ziKnrMPG/dsouberfz+KkZao2YKJTEocZEvp+Ds5epVUMSKajqLeIQUlmD4615UqbBg2fOcbi5gOYKNF3wm9fdy8tTKzSbHpGeYLVNtvf1IzTBYqeLNWvitiKGSnn+6tQhZFGwS+8n61u8MDdLXzpHRpi4FyNkW5AEEq2t0V4L2NbXz+f/B3tvGmTped33/Z7nebe7997TPTM9g1kwgwEG+0aQAEmA4iqB2kiKkmw5ka0lsaJKpChlxa5ILjmyUmUlLn+wpSSqKKGojZa4iJtImsRKAiBAAIPB7EtP79vtu77bs+XDnUTlKluRJblQcvpX1VW3+71dffvWPfd/zzn/c54f/1EOT0/wme2z/P5Lr/Hpp8/ipOezz59nUCmxMXR1TrZtQXiKuubO8AC6cFza3CG1Ja2xkH/48Pv4+/e/g0YzxCvLE7MnWNbbXN3oUxcVtDTI0BK6BKMl0gvGwoT9zSo9sUk3cxQG5mvTXOl0KJzE6JDcKQ4k83RMhvceIRzNWJOaGT5x/XNcTy/QKQ0bus621mgMgVCEKqNvQ3InCIVhaAp2dYkQA6xXvH3yP+d6fpHMFrTCOWJZQagWu+UVFho/hFQTTNaepNBnsM6h/TZOhAgBmiHeVxAYlHBQfAGCOxHBobc6qvb4j8feAPsef3mcWcL1/ilO3oIRMxj9BtatM3QhpbuOEofRYoxYTv7Z77iCwmySmkXq8e1cGfwuUkwyV7uH0+NP0tdtvrTyLxjakjhY4PHZH2c5e5PPr32FtXyDjx78CN/e/SoLtWmO1Y9zS/0I3nsimfDA5H2cbJzmty+/wB8vvTg65dzU+KEjp8htwb5qk7pqcvvEPlaHPa51hlxtFzwyXePoeJ3fPfsq/+KJD9M/OeATF15moT7N/XP7+fqVqyRhgKkWmLGS4a7jaj8nThMON2v87BMP88cvn+Pn/vQLyIOCj506zXp7wEudJebqDf7RnU+w08u4mu7Sq5a8a/9xHpw4wO899Sqf5tzInXlDolqCsYUKm0FKkXjoGl66uEzoFL2DhnZ/jWY7RDlB5gxJP8AqT1RVvO2WAwyykrOb61xY3sJedeRhxsvbqwRa4BXgBQOhCRuKIJFMmCbnV7aoTkcESvDgwf18z123cWRsiteWVlnpDDi/0eHp9TXiCZioJiQ2pjso0amklSTE3uBUydZQY33MbhnjheXIdMLHj9zDr124SGAtWaFIYsuVXpefPf0eXm2vc6azxEzSZyVdRQVDCufZ1VUEnnpUYBwMraZqFaUJqCqB9wFDBKLcIJAxt9fv4JmdzxLIOqEo2SiuMhEfJ9B9pMjpFC+xPvwc8/WPUar7EPZ5vDc436PvB9SFw4gc6z2CcUJ60P0VXPDbyGDfWxZbe7w1CO/9n3f9z724x3/6eLuK7fwy6GcofZXSZ6joLlxwkqy8RG7eYKz5i2wPP4NUUxye/DWkiMnNJi9s/AKBXCBSC7zZ+X1yLwjVHAeq7+Jc/zUemvgApS/ZV1ng1sZd9PWQXz33iyQqYqdoAQJPxGwyzlxS5VTzTn7j8udoRQHCS6bVMT6z/DofOXQnlzoZD0/fwg8fv5dYjc5ruzHc5p+8/hkORPN878I9/Oo3n+bN7TWy0vL+40f5L+99G//Vlz5Ht1tybGyaSEnuOzLLp779JtWm4lq6Q+EsDV9hMq5x74E5/uTKBXTHEtQFrgbGOt7bOs4///D3EAUB3nv+tzde4ncvvM5P3H4fv/GZF+isZjRaEasTGcmKwNVhcn8dkTrWyiFJVyK6DjEhueWeaa53dpHnHONhwq33zbDyRod2s2AzzAg68L5Dx1ld7vBGdxMxhHLGE7UUXHOUTYdIwDUgcIrISGrNiMSGZE2N3/U0ZxOkGj32znrOuEy4wQ7OSKJpx5wcY2tFM9QFKE9zUuGlp9cxBCrg79//Nn7r3MsMGeCMwglBUhtSbxTkaUhSLUnzkHokOd44wHq+Qa2yg3YGITxKwNAEOAcLtZLpZJKdcg3rNKWPqSnHdGSZiA+xWlxEoWmIkFqwixAxUggask1NtkBsEuBpRcdIyNB2iGKFQCgaMiNigBSSAKiIECUKApEQ44mQCFFDTf0BMjz5lsbZHv9R+PfOr+yVOvf4c/G9/xFfPosNH6dAI4Pj1Md+DRmepFd8g4nmz9OqPUlq1xnqq4xVHkPJGlJElLbHVrHCZnGOqfg40/EpauEBTrZGwqdkyPvnPs5kPPrE/bWNZ7gyuApYOnqAEoJj9dt5cfsKCIP0DV7rbNA1W2zkXWYrk7Rzx6beYqlb8uz6Ig9OLxArxU4x4FMXX+NbNzZ54uBRaqLCtu2S2oJ+UXB5s8OG7rE7KFjdHLLe7bPS6XHVbPPQzAK3z+5jca1DuekhAVfxnN/YokgtkZXUTERPalRf4NqOK6ZDoCT//NPPkm2WXDRtrnc6LK93KSKP3zBUp2NOH5+jkQa0RU4nK0is4pZ4jF6voHIg4aGDC1xa28YYR4zk1IF9mLZlbqHF+rUuFRfwyH1HiFoh5ze3UKWgnPD85PH7uLy2QzgUVAYh9akKg0CTYhl4TafMyDPDeJHQCwrGTYXlXpd8YGjqBGsFk2GVqC7ZMkP2hQ3aJkOVIbVxycAVuEFIrEL+0aPv4uLWDpEM2SlSgkqJDBzGBAyGMcZAHBsKK1np5/QKx3hFMCghM4oosITCYJ0k1QmxDCl8ynw8Q6gszmeMR9OcbNzBWnYV4yW590yF81QU5K4N3jHwFuNCGsEYhVthYHcQtEFYBAWWKp6YOFjA4tF+iMAReI/HgfAo4XDFIkLWEOHRtzbY9vjrZq/Ht8d/GN6u44e/gbW7OHOJkhChponrP4kKjrPU/nnS8iJS7iMIZkiC46S2Ryu5k0BW2S0XudL/JrGaZTtf4qHpnybzlpX8Egeqd3L/5OMcrZ9mPd+kGlRRQhGKEOMVPV0wFjWYSWb44YXvZn91mme3znCxv8zP3vph1rMu1aCGF3CsdoBKKHnv/B2cGpvnX575Jp9feY2Ski9cP8/WoODS9g7PLa6wqtv0bc4BMUnoAhIZUmkK+ruaigoYayTIpuDI2AR/+PwZhrkBJxB9yAcGAokSChsKnIAgkPhA8PceeoDXOhu8ub3Jty8us77TpzGe8OD+g1zb2SV3hjgX/PTjj7D8yjarSx2ssxSBp+pCtntDnPPYliQKFcNuQU8Z3NBx6cwm3d2UpRtt1KZnQiR85PG7+fUXv0keWUzVIyNJ/mZGL9R0awatPKGVnJyYoZErut2ceFNSHQTURESxa1jb7KMzT9PHGOfo1DMCJQm6AYOe5r6pea5nu1jvGeqSg3KKehCh6wWXB9t8a2mZnSzjWGucsFaiKSnzGKNHzlAEeDylkVTikkwrUlNDCYGUjk6eUNiEKCjZKTWRMkzE09TUFJtFF+NTLvSvklqPQFALEjx9cj8ELJoAAXjBzUwRAiGAgIAmBg3e4gSEsgV+F+ELrBdIEaFkAjSRwoG/isi/DJWPIGT9rQ28Pf462RO+Pf7ieNfDF1+B4hmIHobwTlANrEvpFE/hfMnO4P8EFIXLcL7A+IC19Es0wpPEapqn13+V9ew7KDHOttlmPLqFeya+m/P9i7zRfYXp+CCZ0/z29d/GOc/RxmgTS6xqvNC+xm2NE1weLnOgMsup5lE+ee15etrwkUNv4xtrS0hb49GZ23n//tP0teF9+2/nRGuGMzvrLNSbHK3t46uXlghRLLdTjLWkvmQiqnFHY56VTp/3HDvKTKPBjh1y2y0zHN43QawC3jV/hGcvLlINAsbGE+qtGFmRWO+5bXqa3jAndYZQSSoEfOzIHXzo2AlevrDESqfLRjXHDRxRKbmWdQk0FA3Y2h1w49w2ubSUNajJkIHTlDXQDYG1jvBMQbUnGXpDvRbhh5axICHraqSD+dkm54odFq/vEu8I4h1Ba0vQ280xucNrsArSimO7PSDalfRjiyoFzUZCWxVIC4MJhwsg2AFpBC715ENLaiz0YX0wQMQSKyxBpPiFBx/DFJ5z21tcX+9SbwVkuafdLxj0JTaNqYkqYawpDTgEeIkHKonG4xmWAu8EhQsoXUAUaOqhZyaexLsKY2EDI1JKq8lsSe4UAkEgJJNRldT2sS5ACg1iJK5KKAocFkEsPIGs43wbLwTgMHi07RCJCaDAkiCFw3pNICwGg8ACHpl/BZIP7onffzrsCd8efzG89/jsc7jsk2h1K0H9PyOovJMweReoQ+T6TYbFC9Tih5gb/2XGau9iJ3+Tdv4iJyZ+nm65zqs7v0Eox9gqlpir3kvmNJVgnMP1uxkPZ2iXXV7afYFDlSN8bfNZNoptDlYPMx41mQxbJCribPcaD0+e5ljjML9+/o/QXnL/5AneO3c3i4M+1wY7fHHtNb504yLXB9v8ydKbfO3adR6cOcS7Dh7jNy88Tycr8d4RoBDOM6CgM8w5OTHDT9z/AE9vX+V3z7/OxmBAZg10PIETPL++jC4Mtutwfc9kpYovPePdiGajwmaZ4p3n5MQ0xa7m69+4yLdevc7lrR2CIUy4mI4u2LjehVDQGAREA8jTErqGqggIawFxH4IVQ9zz+MCjelDmBrtrCDoedg1h3yO0pxQeUwevPKv9Pmng8BUJ0iOHoHIwIbgE9LgAC06A7WqSAYzZiHA6oqcL6llAGlhEDo08IJEBxw5PciPo40JPOBTYEkzpcdpTG0a8cG2Fs5tbuFziHBjhEF5gNHjvcMCBeouNNAfvIfB4L3BWUJSjxxKGo5Hy0igm4wClDBDRLS1tXdDVfVIjiUQdJQUGiKVHyoDUZFgspZeUNkF4hRAxIFBYJBHHmu9lrvIIHX0dfI4QFhAEok6k9mPZJURgvcF4CNCEWIQQCCT4IZIYmbztLYzAPf4a2RO+Pf5i+OJZyD6JUUcx9jwqvB2h5hBCEASzhMERBsUL7JoBO8VlNvPLlHZAPdrPROVROuUipetwS+MDbOTXOdZ8jEemf4RQtvj82idohJPMVw9zrH6CxXSdq+ki8/EBnt95nUO1/VwaLPObVz7NleEKdzSPc6C6j/VilxP1eV7dvUFmDW+fOcbDk0dZGfSJfMLtE/t5ZecG03GL11e32BoMuX9uPz9y8m4qUchHj97JUxdvoDMwsePSYIeH9h/kzsk5vnT9Eto56j4hKRRVG/LS1gppVxOUAjGp6NqCrin4kbffyyAr2BgMSUtNpg2nalNsrvfZDQqGiSWeSlAbFrVhCTI4OTdNsVaQhZbMOSpWEmWCQcMztIZJGxEPBeG2Ixh6nIBsCiptcN7jhKDaiOg0LWUD1KohGkBQVxjjqG5CNBx18aWACALdbQAAIABJREFUOAPpQFdHPxBSgBJUehLdKZE9KJVFx4IwFdDzlKVl2M2ZXWjiNJTG4awHAaYmsKEnUNAKEzJv0E2Dkw5vHVKPjv5pNBXtPMXib1riJN6NMj4VQBQ7pAQ8OC9GN5SmMGCsRSkLwjA0JX1dAJb5yiSPzTzEdr7D0A7wXiClx+HRgBR6VLqUDgtsF6v0zSKFy7EeYmmJRYv9tffQ18+AqCFIRyvYhMd4SazqeO+xaByOwG4j7BI+esfebs+/+ewJ3x5/MbxLseYSuS0I4rfj1DE2dv9bArWfMNhPoKbYKa7Tzl+mcDmbxZtkdo0jzR/mYv+bXOo/zenxv82B2l3MVe/CeJiM99PVbS70XuVc/yJr2Srvn3uSNzoXWMu3mIznqIgGzgtm4nHW8w4fmHuYM511vrLxOo9P38/nls7z0PQxznbX+PSNV3lxfY2fv/MJfurUI7xj9ij3Ti5wuDbBq+vrvLm9ybc2b7CTZ5zd3uKFqyu0s4ypeoXbZ2dY7Q14Y2OdfEdzZWUHIzxSCIJEEQwF27tDRAGtRkJQD9jqpjg8kzZm6Y1tNkSGcY6Zap1bJyZ5o7tJLYkZm6yReIkYC2lUInpWc/LkLG87dojLa1sMY8fRuUkmiOldHxD1HEULYi2gdEgNQeGJpeLk3DT9usPNKMxaDtrjnUdFktAK6tUYcTknTMHVwDuozMSImiLe9ozlCnYclS0QIQSlZHasQb+f4wsgAJlDqMEBxnlKbyi2DdKMtMtWPGEiMKGnlI4is2A8KhcEeYCwkihQnJidYN30cBZqgaLUHix4BUJ4PALvHdbKkZMSiQFKA0KECOEQKLx3IwUXAu8lR+sLnGgcZ7vYZse0sUAkAqRwCOERIkQRjcqqwoLXSBFQOIdEI6VEIejqK8xU7me+8RNsp19GYhEiwckZtK+jZJ1I9JBCoHwK5jUgQMYPvIWRuMdfA3vCt8efj/ca3/sltH6Vfv4VtH6RvHiWwvVBKCrxQ4Q3550a0Umma9/FodaPMJXcw2zlQaarDxHIChf7z9PVOxxvvp0zna/zze1/zYHqKeYrR3i98zqRTHj3zPvpm5StvMvL7QtcGayykrVZyra53Nvm0mCTjy68i4mowXNbl1kctumWJY/PnuA986dQPuDLKxdYHu7yzNIS1ltOjs/y668/zempfQxTzVrapzCG+VqT7z96ilXTZ9ukKCsodg27Wc7FzW3kUCCk5GC1RXc1I7DwzvlDbO4MGHZKrHVo68HBlc4uA6up+oBMOIpc8/EH7uLNV1cJup7Zeo2Nax26SuMGhkw6TkxM0b/cY2FqjF2laeaKfbLC+maP/pwkq4LWlqjjmJ6qkfVLVAY/+7PfxfPXlxgMS9SWHRk5IsnsXJN0OSXrFgTFyPhhJxRhRdIODGlskQNPFjhk6VGF4ODBMe49up8zrk2uLTKHOBA4JRBG4JoCDBTW4cKRYQQvcBE3u18jYfV4MCC9RAgIY0lpHVt6iC0EaMlMtU5Pl4gAVAxjYQWPQxuJs4oHpg5Ti0KsMFgH3iuUAI1HIPE3xx08npVsh5fbZ+i7Pi3ZZCIc49b6KW6km1RUgPUaCLBYEtlAYfGkBCJHCkEkNNY7LJ7Z2vvZyl9nUF4nkqDkLJndpvRtoIsCJBLEJFKkoF9CRG9DBPNvVUju8VdnT/j2+P/CQvEUpVnCuBsYUUd7i5cN5qZ+gyg4AEBpNlns/E9UgwVq0THq4QEa0VGkiKgHM3TKVaSAG+kiy9kmW0WbI/W7mIim6Zpd5ioH2C77fGHty+xL9nMj3eHhiTvoasNkPE4gIioyYqE2x3Q8xl3jh5ivjvNmZ41rvV1uG5tjbTjgYm+DYWF5YXOJ19vrPDhzkHfuP8odE/v41tIS/YEmCgIqImJps8ffu+9+drOct80vsLrRJU1L5sZaDESJEIJBJ6dwFhcJlIbBsERrx/hYBT80lHiEEshA8MihgyRKkaWGH334HiZdTBl43n/vCZ6+vIguHMGmIYkUh3yN77x0jY3FDiHQfaPD2kqHw/vGyPolIrWEbUsjChiLErJCI+sBn794meLqkMqqxk0r5K7B1BVdDFY5orbHNCWyaxnOSDSe+pJFlJ56JklbgBCI0pN3C64u7tCvWFwokJknb0JYUYgxRSEdVSORJZQViLTACBBKQAnCCoQafUCohaNZxchLfvodD/Lyxgo6cGAAB92gAAVeeoT3VEVIrxylkEIJQhkw9DmZtqTWjHZpKo/1UA9ipuMGuSlv7gMVKOGpqhpxCDtFn8vp+qin6DUCyL3AIRgPGkwnp5iMFrBunX3JrTgyPDFHa0/giFgcfIYSR015cG1KD16EBMLiCUlEgJQTCN9jZM+JkJXH37qQ3OOvyp7w7fHnI4TCiSZSKuLGz1Gt/RQiPMJY48eRIma3/zv0828hZJ2d9GtcGbxMIMdYG34NgaQa7sPjON/9PGv5FS4PFim95P6JJ7i1cZpIRRyuHaNd5hjnOVid56X2dWaTaf7u0e/l8mCNioq5s3UC7wI+cfV5nt28jHWCe8YPsb86zqeunqG0lk9dOUNVVLilPsGNfpe8NLyyvkpdJDxyYIGH9y/wlctXeOzAIR7cd4Dn15aYDKp8e3mFWhhyfXMXlQq0tmSlZdolaOWJKwE1q7g26FLuWrwEkTuK3BJEkmPTE+QbOdc3O9x9aI60MPS7GX/65TdY8ilbZUZFKaK2we+U6Irgo4/cxRuvLxEEiiItsZlBGA/GkVpL3LaEqcMbR1Fq9ESIMFAagxoYIgsykqiuhUTiYknY1sRdh64JdENiq4p6oJBtSw2FKxwq9VRyCHIPpUd4QTh6PycejiqDE2XEUGq88Wjpia0gGIKJxCjrk6BKgXQCF0JcCHLjwIEWnlcX15CI0fMkwAdiZGwZvaLwWpA68/+WLwMluKU5QTsfkrlytN+VkbgpKYhliMXT1RpnFbfUxmiFFerhOJFKGOoOFkssAxyS3Ie0goRExRjXYbvcYbvcpB4c5MmFX+aV3WfY0EPGkvsYi/azmT2NReCYo/ApShgi4ZCigSWiwgBHFyn2IUnBXcfTQkan37K43OOvxJ7w7fHvxnsHro2QVVz2WXz5Ak7OkBVfYnv4RfBDesNP0Uk/TTd7ldR1qCYf4mLvKzhKMnOd3Fte3n2F8WiW21pPMF+9l57u0QwrvHvme1nOrjEwfVrhOL917Y9Yy7e5b/xOPr3yVWaTKR6buYeBtryys8IfLX2bVljlnftu43J3mxe3FjnX2eBDB05zvrvJ4/uO8fLGKrl2LHf7dPOSMne0i4zFdodWXCEJAi60t5iq1pBC8s2lJS4sbdLwMcY61rMhCxMttvIM5eCxk7eQas0jBxZ4/fI6xkEggMAT9CH0gn1zLR47cQvrKx20c5S9krSTY0NBNshZmBijNVGjvd6jvDhgrJbwoQdP8dSXz9JLc4auxIUQDCzSjdybZeCJhw5pHJQOXRjSBIY18Aiq65rqdJUyEQQdQxIEZMqjCoh6diRAMUglcEOHl56o50dlu9QjS08+JvCJQFlweGQ5+n+Eh8IYZOqpVyIK7bAebAJOCLwUyEIQ5gJpASPwDkDg4lH/zmvQxiFCEAiiYDQYMBNWGVrzZ44bIQBBLCSZ1WwXGdpZ5GhrNAESKQVDW6L9qOhpERhf0C4Ljjf38/GF99LRXXbLLQ7X5zlVP8ZG2eZk/S4S1cS4AaGQlAwZ2pzbm3dzqfcGQ9dhK7/KdnGNcdnFY5lM3otEEvhVKhKi8DS57YDXVKTAySkC0UWhEfoMsv5337oA3eOvwp7w7fHvxhX/BtP7J4jgJLLyODJ6lEH35/DlqzRb/4Bcv8F2+hyx2semTRmU5+iYCp6A8ajFocZ3s2VCntv5HIEMONF8gJVslWe2Po91XQ5UT/Kp5U9yZXiJhyYfZS6ZZqG6j+lkksLlfM/8ozTCGr985o85313jHdO38neOPcpcZZwXtq7x6MxxPnr4Pu6dWuA9+0/w4voKr26u00kzukWJ9KC85NbWNHPVJt9cWeK5pUXunZvn3n3zfPb8BcaTCj98552cnp3h5eUVWlEFbSwtlTBfaXBhYxtv4WOn7+CFNxax1jMdJsiO59ChSTqDjJNT0/yDjz7Bu+4+xsX1bcxOiepafuyDD/Li+SX8Rs6Pvvs+rq232d7sUamHzDXqXLuwgXAev1vC0CKNR0egK56gACtgJHPgQoj6lrBnkNph6gFRI2Z8rM7QacLVDKck0oPILbouqO44fKxwSuASSbhdQulwN4fsTUsQ7npU4QkMjE9W6DtDWRMjEUQwNdGgUxS4iJHBoxgJG8EogXOJQOlRPxA10rFYSmKp0MLhhCcKFXdO7qOTZ4AgL82oWSgZfTEy0GTOgBiVjblpKrKMTnBwTqAkhGLkBg2FJXcCnMfieX7nMoKS+ydu54GJ+7i9dRvf3HmV1XwZ7XOkqCLEAO9jbgz+lE198/R1PM7n3Nr8AKE8yPX0KaScwgJJ9Bi57WDMLlpWMBgQBo9F4AmC/YjK9yNE+FaE5x5/NfaEb49/D/o8ovgyIrwLGZ5AyDpCVgmi+6jXfpC+tazml5lv/RRJcBwvFPtqT1KP9pHq8zTiYxxvPkEznOTesSeIVEIrHGMtz7g4WCF3G2zmMULUOVY/xO8v/RFfXP8arbDJxxY+RCtqIITgZHOeQ/VpnjxwL59feR3pJZc7Xf7W0Yf4w8tn+T8uvMgza9d5dnmRTpHT0yV4ONWapqJiIqHopQWJVHzvrSd539HjrHb6PLJwkI/ccQe3z8zwr77+IpfXdtjNMuZbTRIjuby6yWBoGGYlu70h3bJEa0vZ15A5OjojGQoSK/n4B++n1JYvv3yBziBnS+dcXtxkc72PaZdI6/GRYuPSDmlpuH5lEz0s0cYijEcZcKFANxTxwJJPRdiaIm5rdAQ2kuhmhK9IZOFwicSvp6TLXYqKwgHh0BJ3NMI6yokIVXoqbUswtHglsLEkTi3ZZIgNBJUdB97f3HIiMIXBRAKbCFwisMLT1+XNoiMIA0EKwoOXoMzI0q80hLHAhCC0wAoonSd04JzAaY9XgqlKjZ0soxXGFMbRCGOstYSBZCyqMFGpEEoJzhMIsMLfHBsYzf0lkaAVVpmKKkwnNQqXMldtsJz26JuMwsX0ipIzvee5kV4iNTtYnyLRHKntY1d3qaqUQGSjQXmfUJcNakEK9hxds4X2KZnbIRQT1MIWnfI1HAUKQxQcoEFEIPpoYgQCk38eGb0bqRpvWZju8ZdiT/j2+LdxzuB7v3rTdDCOSN4JookQEhUcJ4juY6jPMxz+LmPxMaZrTzJTe5T5+pOMJ0eYjG9lefgU1ltmK/exv3KcSFWA0TaNxXSVjh7y+OwT3DfxAAcrs/zv1/4vltJl5pJ57h67g51ytEC4FiRMJ03uGDvAa+0V/nTtDJNRk+c2rvHHN16jsAaJYrpS42h9iu9srTEeJ/zCfY+xvzrGUq9LZCU3Ol22ukNeW9rgKxcu8/LSKoET/NoXnuL3Xnyd8VoFEQhmm3U+ePIEX33tMmXqRrZ7B/2NlH3NGt2dHB+A0GDxlNLTHeYsjDV56ZVrPP/mIr1ORjOJee+DJ1gfDCkLzQCL2cnYtiUuEEQ7Jcp6VOmQjIStGA+oTVQx1oGxo60papQcuWaEUKOGmcgtonREPU04NKjUUEzGoB0qs8jM4qshuh4iU83B22bpFCWVnRKZe8qxAB/KUeZXV5QNha5JbDgqR0p9s1zpHQrBkakx2nmOzCC4eU1pwUQ1RpcWPLztxALXt7vIEiI/EsmxakLmLAJBaS2DtMDhGWiD91CNQzLtiJSkr0eLrzNtMUYgCTBiVBL1TmCNwDhPXzu6usCIDOfrXB8MqAQl9QhSM8SKPtPRPjpmGU9Kz1RIbZVEJsAO9cCQuhYDJ3EIQhJClWBEi9TXua3+ILneIHMpSXCQllhF+j6aKhJP7reAKjK4g0h6hL2ELF9B1T76FkbsHn8J9oRvj38bn38BBv8M9Ou48F6y7NNs9P+QODhCr/cPMbbNjZ3/jsKcwdpldtIvcLX7eS50PkEkIhCzpGaTWjDLd9qfxLiMqeQEpctx3rGZn+Wesdu5vfUAT219lc+sfJHx8CCJbJCaFuPRBJ9e+SrPbV1mc2g4PT7P4mCHX3nlqxyuzvDf3PE4q3mHjazPR47czS/f/z6+68Ct7KQp31i8Rpl7njhwlNfX1nlhcZnNfopxjlaY0MsKBnmJKyydNGe9O0A7x3/9nkcYDkpaKuTzL55n0Ls5xAY0ogCJwJR2NK+GJx5C4gXOgcwdzzx3kVfPrSC6mneePkx5rceb31ni1oPTrFzeplgdMthJSaTCS5CFITAeXxqc8JTNCKTAF45gO8NbAUpBJInaOT5UICTVGz2UB+E85ViEMA4hBTYJQDvCoUZoi7ce24jwQLKd45sRYiUFPC5UuERCIEfD6MGoZBglIc5Ykq4j0BAPQBrIhaXQjpuHq2MSqNZCtPU47QirkkatQrc3xPrRxjDvIPeWMFBM16v0y4LSeKJAISUkQUBaGpQCXTq8E1SigIoKcHjqYUgpSpAeq0cDBUqNBt0jJThWn2Np2MM4i6bkHZP3cqwxw9un7uID84/z/OabaFKkcGQ2ZKfMmImPcLh2G05M4RzkPiP3hrFoge1yg9zlnBz7HsbCQ2wU38b4glvq72O3vIwQVaToY31Bo/okSmzhXUJldEASovK+vXVmf7PYE749/gzvPZgl0BfxtHCihnXrCHsVSQaihXEFpT2PF4dIwuMgYoZ2QOFKGtFJ/mD5EywOX+P28e+ndG1a4REqapI/WflnbObLLKfXyF3Bodoptostnt68wmYuWc026JktElVhOdvifGebdpHz3PZZvrh8lq4e8sGDp5mvtfjk1W9zamyenzn1GMv9HlvZkLGowpcvXiYQkldW1nhzc5sAgfUe6WEqSLhzbh9Oe4SH7V6KFGCM58KNLV67usbidgedjkwmyoFQnvEwZkzE7OYFTnoQglozYkLGlDsZQntMDDYZZWRbN7r01gdoY9HWo1eGSOeJtUd0c6LCEZWewHlKcbN0WI+Q/QKMR6QFdroOoYTcIIUcZXNA0k6pWqCbI+oJph5DaZCFBWMJ8tF4gLQeH0qC1HD4+Cz0NX6gKRvh6G9oh2fk6JypVhC5h3aJ1B4fSZxzuJuGlEKMip1eggsACdZ5KmHA/uk6vWxUXk0zQ6MaoqSgtCNfpsTTShLuP3QQ7x0PHjjAdx07yoHxJjc6HcaqFQZlSbMSM16tsFUOcMIRETLbqtIrS0AwFtQQCGSgqaqQRpTQd7s4KwgkXBvsUE8yrvYGfG3zHIXzwJCpaJLNwqC9onSa9TJjKp7FCc/QpATC07cdAgwITalf5lTrg1wePA8kICyhW2Y8kEQ+J/cRY7UPkQTH0OUZCncDPAS+j4gfRQj5lsXuHv9B7AnfHn+G169ier+ESJ5k2/fIfEZz/H9B+A3K8tvElQ+R6wsIEXJo+jeZanycydr3caDxMW5pfpxWcooz7d9hXC7RChe4pfmD/N7yl5FCYin4N5vr3NZ4iKe31lgcbnC0PstmschE1GAjG/DE7DsIafLc1iXA887Z27jY3WJ9mPOxIw/wpdUzfOHGWe5oHuTM7hpn2+v891//Gt+4fp2fuf9hbnQ7LLd7dLOcU9NT3Nqc5PpmB2EgKzQ/eM9palFIVYa0hxlztQb5sKDTL5Bu5GqcalRJhyXCASWUA0MgJIU2UHiCDLxxxF6hByVKjzIjpR3vvusoWzfa6MKCgHxY4AWYRBCUHgqDyDWH7jnIrrOYQBJmGtEvCXYzwp0hKrMjR612xErhjEN4EIVGOs/k/DiVKCBd7eAqEeF6jyC3SG0JuhlKG1Ss0PWY/XPjdNZ7DBc7OOsgEtRQGAlKe6SUo/VmcYDra2wo8MHIJGMTCUoiDUgEQeEJDaPxAwSHZ8Z57LYjfOfKCt2sxOOpBRFJFJBpTRRKTszNkGrD4m6Hrd6Qa9u7nN3YZGXYZyqpsdrv4iR839FTzNSqTCVVAiWpJAGVMKCrU2wpcEYxFlXRTuKFYeB64B2VpEDgGGjFwA5pBDXWswG5tcxUcq4NJNqDEKORiL5N2ZdMspwvUTrNVNigKhPGohmUD7inMYkh4kZ6mWrQYqgvM3QlrWCMTMwRqklmk/voF98g1a8SiBJBjjJnwVlU8shbHMF7/AXZO4F9jz/D2U2cz0nTP0Z7T+l7bPZ/CymPUIkjhJxgYFa5kJe8vPKPaUaHuHvsnVzqn2VgdqmL67xr9m+x2PssC423oWTIZDRBRSVMxfdwZXCOimqyng2pqi5LmWdHb5HbdebqLS7sZgjRJ/Jj/OTxJ5DC8Y1sjUenj/Phhbt4pX2Dl5c2uL5+CasKjtdmSSLJ/lqDi7tb/Njpezi3uoXJHYcr47y5vkWSBNjSkriAugxJnOLK6g63TU6zvNkhFgHGabwD4z3bvZQoUtihHdn0PXSzHOEgKj3egUgdaZRjlEA6N3JnhooXnr7I/FSTolvgtMOFIW4spC4Vmc5QGYSZ4dpTF7BxgJKMVn35m0vAjUEiiNd6o++bFUQtgjgmNhDEAcv9DNUvRhnejS1AQKFRgRqdruk99HIqg5Ld5R7ldB0pR7051ysYtATIcLSKrZ1jqwFFblGZpaKhVBJXV4iRdhOHktyNsuTQS6SUzI43uOvIPH/yzXPEIgBvMBravQwUSAm/+OS7mZ9s8F/8zmfJjUME4AJPYQz93ZItlxJISTNW/MGZN3DCMT6R8OHbbuPrq5eYjpqUkWUp7aMxrA8s++oxndSSlpbxukMi2c0TvB8tyO5rS7/M0VjCgacSDhA2QLuQXW043pjjUO0guU2ZjmMm5MuEqsXZwRDjLc3Ko6z0fxOJY2C2mBA9Ch9wvehxpHYbyrzBdveXqFd+gGbrVyiyPyQ0r2AwqPKrwM+/hdG7x18Hexnf/8/wdhvb+6cU5FiXU6Wk1vw5dssL5HaJ+YlfIwyPEoV3s5JdYjO/RE8vkuff4FJ6ja41NMUOt479EKcmf4wkmEQKz+HaUb668a9ZSZ/hBw5+hJPNkwxMxq45z065yMMTj1AJGjw4dj8XuimL+WWkyvnbR97D/3rti+yYbXaLjGudHv/43u/hje4qN7odFqrj/Mzpd3B+a5ulXoenN67TjCOWe31WtnoUpeFH77+LgSvZ7acUfcNzlxY5u7NFWRg2egP6g5IQQUWFKDzTzSqhU5jCYLUfjZn50Yyb8IIgG+3FRAlsOSp7SuMJtcfK0fLofi9D5AapJKoWEWUOaxxyZ0Aw1GAtwnpEafBhiG9UoZkgtzujLNM5hPegJH6sDipASIHICmxu8Uh8GCIGKWqQg7ZIbYhDSRwFuNIQVQNcVuLLUb/Pj1UhlETdAq8ELglJrCfolIS5wUiBVQJfOnwsEUoRFR5pPNKB0x4ZCA5MNTh5yz6qMuD1C6ts9ocoKZmfHqM3yLn5dGEVnF3e4Otnr9CxJcKDDYEQ4lgRKklpHBKBCz1FaPGBpwwM/TxHO0u7V7DcHmJKgXCjub6+tmgDxkjSPGA8rjIoDVMVxaCM6emSW1qO6UqBkhmBtFRUg74WJNLzsYV3cqm/yA8e/DDv2fddlD5gJr6bc4PzOG/IveZo7Q4W01VC+oRqlmrQAiHoW8109QlC8xLaWxq17yN3XTAC4dexHqLqh/d6fX8z2Ct17vH/4PD5Uxi3SxQcIKBPpfkzBOFxYnULtfgIABvFFdazC0yHAe1yAy1mOZzAfDyBFwVjyR1Uw/2sZ2/w7Mb/TGrrvLS7wrHareR2gswaPrP8HeIgI5CGW2pHePfs45ztXeRwZYE3tju8d+4eXlhdJxABxpcMUsmV7QHnNrdZyre5sTmkqiLag5yntq9SOENiA85c2eSNrU0IPTUfMh5XOXdtg/0TLYaDHOchDEd9GK0d3sHceIO5VoO0MHS3U8rM4IxHWkZzcWZ0qgHWjzarANzszQntiQqHtBAMDEFm8HEAbtRjc6XFa4vrZajdITgHgcIJoBqBlIhCI3opolqBehWfRDcPMRAIqZDWINtdfGGgWkFog8xLRFlCXows/wKs9Vg3Gk8wxuKdR8QRwlgwDlkaAsTIs+Mh2Bwibt5fSHlzMN1SQWAleOMReKwSSCG47dAMTz5+J69fWuXSjS0CKViYG+fvvO8BfuAdd/DtS8sM0wLnwAdgnaWXjkrGXkEUQhAoSmEx3t/c6SmwFY8VnoWxBrs6p52lpFrTtRlzUZOhLhHK4yzUI4WXjkBBJZJ4UyMMC7q5INOK0hqcGJAElpONu3i1XZCoCrc2JxiPL3J9eIbcrnO0vsBXVv4HvrH1Gs/uLnJ67CFqSnFhcI7VwtCKZjidLDEb1hkXl7Fe07WWajhPUvkArdr308+fwRYv4N1L/N/svXmQpOld3/l5nvfMszLrvrqq72Omp7vnvjWjmWGErpGQViCQpcWAQFhmEXgd3rVxxC6Yxd4AQjYYGyQBa0SAGAtJSIw0MKdGM6PWXH3fXd1d95l35ns+z7N/vKVReMNgLxaMiKlPREV2Z2ZlZOVTb/zqd32/CoWgh0MOuVXu/PvAVqlzi29jsNQVCiLlSngGbZoMx/NcqP9bpMzTn78TS+ZwRZ683Y8RUyBD7h7+OMLUKbk7EcKl6EwD4MkiJWeUA+Xd1GPDi+t/QDM5zeHqA9TjHsc2Yu4aup6HRt7GEyvf4KmV59mdO4JHgXuGDvCbSy9ytbOB9nuU8j77K6M0WxH3Te7m/NwrzK432Z0LuKkwwenaCldXmxRcB50a0q5hvT/guXMzrDe7OImgYvkstzqkAThSojQM+j5xPeF0t5Wp+sfZEnZf3qXTiMg7FkGisgCRZkMymE31rUjjKI1fdAkbAVacgjLYSYjc02HfAAAgAElEQVQ2BoyN1QgQSiN6YfYJWwITxcg4xnjlzO9NKXDd7AiURigNtp1NdWqNSAwYC9MLMFGCKOQRvQCzGaywJcKANdCHarbRUYwo5DFJjMm5ECfIWgeR93FcSd5YGNehWzKYZg8jHNAgjWFstA9jSZbXWmghkAUHowwkBhFprsyuMXNpBSNhYnyQuw7v5FvHrvHgjXsYKuRZXmhiyawnmNqbvUkN/Y7LT9x3O8Yy/M4LLxM5mkreZ7bbII0NwoL5bgcA2ZNQMORzFuNDPte5fZxaXaKWdhl2BpkeszlTX0QnUO9JZOqCEHg2CEvTiXN0I5urzRVsq8BbR6bYWczx+MoJLrQr7C4WuNi+QKyXGXYlvWiYSMUk2scRHo2kzvbCLVR9WO59lZ4u01Q+CYaV4Jts9DS+bFOxHKYq/5igMYMRLXwcCP4EXfp5pNwacvn7ylbG9ybD6Bh0C2FP0TYFIt3CcvbTTs4zWf4gZe96AIrOMNsKhxnx9zJVvItIax5beYE+d4qvrnyDSCWM+CMUnQGmi3fh232EKuJK9ww399+GkHNM5WHYn+T+0Rt4eW2B5xbnuK46QFkOs9ANeGT7DfzAzoNcq7fZXR7invHdfHj3Hbx/7w00gpDHTl9COIZGN0TEknG7xFq7x7aBPppxZtVTKrjcOjbO5Wsb1NohjiuJw5ThYgFHWVhGEPRSdKKRqcE3FjrKelmFokvaTkhDjdyU8ZIqm/z3bQsdKaxI4WiBbQy0Y9BkQU5rrFghks0JS20gSTa/UmSSZqXMdg/RbEMQgtJZ9mdAJCli83tMFCMsO9MYSVJEGEOqMUEPGadZZhhEYAyDVZ9erZO9lutmZdo4gU4IaYozWMGkKbGGUn+R7kYbYpVNIsYKbIteGDM4UqbRCoBMTFrYEmMMzVbAucsrmM3Po9Jf4MYDE6RK87tfPcqlxQ2EEKTCoB0YHyhjmUxZZdtolW8tL/LS1XkacUzV9nh4z25O1VZJhabPuCiTQiywlY1o2wzaeboi5nRricDE2H5KMwr54LY7sI1PmBhWuxGpMlTzMXmvR3++S8nRdGObFIi04nitTi2RnGlaKONQsNvY4hh5mWMit52f3v1/sRKv8s3at9Ao8pbElR7KNPHNFRbSHEqOM+ZY7CvdipB9JGqW7XabOHwcS9qU3DtwzDzK9LDc2xD2tjfsOt7iv4u/MuPb+pPlTYROLhDXfwxt5THeW9lWuJm9Q5+hX/S4buD/ZCT/8OvPNSZlrvZPWWr8a55ffZQvzP0b6tECOSuPMoqjtdf4jYu/R5D2uNh6ima8wPWVvbxz/GdpRoN0koil8AK+e5Yg0Sz1WrT1Mj3dY03NsXu4y0Shj3oYcKleY8ge4gPb7iCM4NTyMo+fuYyOM5FkIzQ/dcct5B2X9153gE++853cNDKeGamuGmaXm6RpZh3UaIYcmhrjpokxSDX/8K03c3j7GFai0ZvSYLbKUrp2J8KzBFqCNhoShUg1OtZErSibiETgOhZFx8mW16QAJytzZpmbgTjBRCFGp5Cmm/+PMWGEiROM0phUYXohem4RNbeAbnUw7Q56ZQ2zso66OoueW8Q0W1m/z5KZZmWvh1GZkziWzepiCxNF2U8SRaANIiV7b9pQMQm61SXVho2lFiCwbIlXchG+A8agU8O1i6tZWddkrgt337yTD7z7JoYGit/WlMbLOZTLOU6dXeLZY5e5tFIj+nZAdwxFLfmF9z+IcC0i13B+ZZ3VjRadZsiwl2OgmOOZ45fJ+TZSCsJagrVkYQeSn7nzDqoFH9tYJA2Dq212OSO4yiWXgyBJ+ZU7H2HHoE/ODyl6mrFKiEYxV69wrdZHzsrz0d13ZRObTplBz2XENzw4PEkntWgnLr49yVT5fwYRkRMdbJHSSxVBEjDTOcsz9Q1SsY1Rd4ScswPwIH0Zae3gppFHCeQuUpMnJwSWHCc0hgSNUStvxCW8xXeJrYzvTYQhhuBPkWoWhIVJjpGkMyTBHxElF4jDL2PZ+7CsIUCQqnVCSpztrmMZw2R+hIp1ivuHfwgh+5DCYipX5uWN/4dWssqF9kU+fek4lzovUotdbuzfw4nGWR6bW2SqUKLkePR0h/dOPsChyl6G/H7Krse+/iHumpjiy+fP82svfIM/ePUYZ7tLeNjsLQ/SCmJKAw7/+71v5eEDezi6MMefXjqFCjVlz2NhtYnZ7NXZRtBRCWtrbYQRnLu2yoVWDddYiNgQa4VMyfQlmxqlDNoWSMCKDJbKVFSseLPsqQz0EsJejFEKYTZdueMUGacQRsgoRqQqG2RBZOOOWmfP9zxwHUy7DalC2DYkKUJvKrdIiUnTrC9o9OatwcQxRDEo9frrSSHAaEwYZZllqjAi2yuUUmJUSq/WzkqwjgPaIOMUgSCJks1fgs1hns0BGxBIZZAWXLy8xlq9m/2BIEAL2F4t860z16i1Q2wh8LVAKYOVtziwY5SDO0d5/uw1Sq5DJ05QEuwAKsLn0PgoJ9trCMtweGSUjZUeANXRHB+64TDdfMDpy+t08j2UpbDafrbonkiOLs7x0sIC2wcKnF2rk8aC/f1VUqtJq+cTpza/cNO9PLX2OI1QMuT3M16YoeR2eHWjSyuBxAjK3gjPbyxgqT9DqTOsRV2QVQp2CS0EvswxlT9E21jMB2eoKUXEAEu9l8jZg/jurSjVocQVEt1AM4KhhmVq2PkP/N1fxFv8/2FruGULSOMTKOFi5/8Bwn8H0r8fIxyC4Os01TKSJnF8ig2zA4c6xtQYLf0IByv3UEsslsNzOOYqF7uSB0bezqHKfnyrzKC/i0a8xkp0mhsqt9NTZ0l1zG2Vd7AUXaXodpGyx8kVSU+1SBOf75+8mXYckSjN45cu8dkTr9EOI4qOC9rQcFrcsWecH9p9M7PpBmurXWRisdrs8u+eeoEl1WbYLrAhI/AFsWWQBUgLgkCk3Dg9xiM3XUe92aOTJIwOlnBDIEhJraw/JVJIXbCEyBxXVRboZJSV/6Q22dCIIQsYscoaf4lCYrI+nbWp2mxl8/3CssCS6CBAbAYsgdksZ8rv9PSkzF7LmCxL/DZi081Aqe/cr1R2awwmCF8PjmwOrRBF2cNKvZ6tyc3vFYbNHqLKgnOaSZTZvo02m0+2BMKSbDR6mYamAs9IkjRleaFJEqYIW6CMRlqSWIDyIF/wyPkOr7w6y3CxSDevsG3Ju288wGvnF5gNW3S8lJzl0m/nSKOU0E9RkeJrixfwchZu5GAbi6Lr0YxCUjdGRj69nmCx3SXJ1UllB8eNaCYdUi1IlU2cWnx94Ro9FaCxOFjZwXRhApsdFCyfi902jTjPoN1AiBaHK/s5Wl8j1U125Cf5wPaP04gbxKbDUjhDiQv0ewc4UHkXrWQBY3o04uMs9x6nk85gIUjkEL5eJC9SlJzGzv/Aps7oFt+jbA23bAFJ59fQag23+GNI6QM+bu77UZ3PUdA1iqV/xsXOCxxf/i1uLGh8fZzznVWGit/HkepNDHiDXOlc5kzzOGX5a6wk47xr8n0M+XvocyYpt0dYC1x2Fd7DN7vn+PPlz3NDZSe/dWIJpS2MqVNWNa41jjKdm+BzZ84y7Jd4bWmRIE6oOJmIcSuKGGGQtZmEX371KUamcgRtzXyjybmFFVatDrm6RRopVF6hu5BXkrEdVa6u1jEpzM/W+dRLiwyX8/zUQ7fx6197Djs0VAfzDJQ9euebNEyEwMIzAtVKUN5mL09ptDEYKV4XUCZKEWmWpQkBhHGWdenNgGNbWWDqBZg0zQKSEKA1uh1kj232APsnquw6sgPXtXngQ/dy0wM3gBQUy3mMMSilMMYQhyntWodrZ+Zo1TpYluTzn/xz5s4vETR7mcZlEoO0EGmKCcNMSSWfx6Qqe49OZrEgbHsz4FpIIXEFxMogpCHnSFrdMFu/KFikykCsMF42iZkUJF4KbiwQfRZBQWHZFqu1Dl5XMFEocfPeCa5+8xSOZVG6w+fg4XGKic1q1GXZ6vHS+gLGaIwAv2VRHHY4f6qGYwvaIx0Ge33sHC+RV0N4Os+L83M4UuCHVTp1UCJAlgNM7DA90GJufYh6BFG7D2nBU8kMz62m7Cov8r6pQ1zudFiICrxQz2FLKNkei9EI3UQzE9WZKpygyKssa5ft9ipTbpPI3cOAv4+LrcfxEJSdSaKkB6ZHQ4yzp+9niOv/CA8LnZ5CJ6ex3INv5CW9xd+QrcD3JkGny4i0gWWNI2Xl9ft7yRJnE5dR/z3Yus2l3hUS3eV4e55bcgmXoxnq5iQPj7yHTu8PCK2X6CuHnG1e4Nn6BFc6r3Hf0A6Gc4d4tfZF1kKbYxtVDvbtIu+vkqoSzXgezw7oL4SMFjVSpjy69KeMF2/l4lqNME5xpMWhiSG+b88O/uPJb+DHOZaXApLRHpPVIZotRZJLcQsW1/sjXOtt0I5iQldTDCwKxuVwbojIhLRbPe46PMXjS+e42m3y20+/SGFF41c97jq0g794/ixWJ8KNDKKrGJjIU88bSFKIMhkuk7MhUVlPL1FYYZL9GyBOEUmKSdIswKQpOA5GKYzWWUC0LEyQWfRgDHe85xY+9msfYWLn2F97TkIIbDu7LB3HoVDKMTo99PrjD3zwHgC67R6P//4zPPaZJ7l2ah6tN8ukgI5jAKRvvvOeTSZJZguBThJ66zGi6IOBOM2kzWSsiFyB8SwKOYuuSJBCsG20ynqzi+okxDrB9V1SpemuB/zhF79FKuHowgLxoOTGgVHevX8/P37zLfzz332MVBimBiusXGrjNSTay7LQD0/fyGfqLxNZCtuSmBRa1yR1Qo5MVpns86mWcoRdiztGpjgTncJ2E8qFFrYw7KpGXKxZDHgWvlshNgbL6jKar/P1tW8yH4wSGxAYhDBcaL9AR/chyXNv6SI5/QVSLjJiTeA4d3E+vshK9wWWoyaRUdyW69JW51i3x/FVm5SIbniGhBFss4akjVYbWP/jl+YWbwBbpc43CXHn90iixwnxcf2HkDKzWBHCJlYN+t0pdPeTWLLE7r4foKyfJ+/dS8+6h0bSZXdxJ6vdr+DbFUaLP8SfLYXsyF9hxAOoc7R2hXbaYEdhkhdWE+a7Dd4+9gBfu7aCIGGs4LCtv8FIrsJyS9AMDP/h/o9w3/QuhgsFhIZXW+eZjVb45bveS17lOLO8wt7BAeqrCVftdVYXuxx7bZFwIaIZhHTGFdIRDPQXKDcsrl1dZ8WLCHzD5Zk1+oVPWyR0pSJXNxSMRWu+RXepSzBkoRyBHWqsIReVapJEYYIUk7MzUWKlEalBBAl82zXBGMTmAAtKQZT1/kyUDbIIpbJhFKWYPjjJZ6/8Jj/2Sz/CAx+8h3L1u2dr43oOB27fwyMfexsf+hfvY2L3CNfOzdNab28+Y7Ncasx3bqWkMtxHrxtlGakUVCt5gmYAYYrKO4i8DQICx6ClwIkNniWpdUJSH2IJoQ1aGoQCyxhEBFQsvLLLzlyFl1+6ylP1q7x0bpZ1N6BY9tErMX2+zyceuJuek/DVmfMUHIfbD08Qi4RtVj+NZsStUxO8trTEUtAk8VvsK0/QinvcMzXJ1fYKnpstyuf9kFvHCvzIvsP43mXWezn29jkoUl5ZGyLetIUvWAUmcj5riUYDnhD4ssflQLGW9LORKuajNj1TZCp/HbFeo54sM+jfSjddxxeKyb6foZK/mVrnUxhrhBIxgi5GK9z8O75rZ7rFd52tHt+bHSEHiJMLdNRFCJ7AFSnYh7Gky2DuRvLOdsLgS1SsgG39/5ycJZlrf5WXWiHrcci5xnMcqL6bPneSM/UvcbbjMemvcUP1ISDg6LrGs47woR0/ynTRRVjHqTpTvLw2SysOmSpMcWvpXo7Od/nJAw/zge0P0o5inpyZYXu5j0996yWirkR0PDbqEZ4neKp7GrUmWVsJObJzjA8fvJmnjl2mS4LrWCRFQ8FzqLUCZMMgQxAFCTWNt2Hwx33KUyW6qz36EgsZGVr1LibVaAuSnAAjCBNFJAwiSJG2xDgSJNiNEJmkSNvOMie12StTmeyYiTfXF7TOyphagdb8xP/9If7N4/+SR376ba9nb3+bSCnZeWia93787dz1nlvBGC6+eiUbhNH69Z6h0IYgTLNhG88GIYi7IUYI3JyLP1oiUZvmsAKsUOE2Uuq+hpKNbKbYkSb2wF9T2e6hI0hdQ6dgKJQ91ls9+lyfFxvzBO2EoKjZiHs0ywnBQMrDu/ZQcB3OLa5RSnNcVxzmzMIKi2sdDo+PseItM1EssdxuUezTrNYTxMAcidVGu2uo9g5mFgbIm23YapKaOkVglqiFEY5MGfZGOdOMsAzsKQ9zXd8kH9n1AInWLAYb5Kw2Pe0RUmWyeJhbyv1odQ0jcgx648yHZyjZA0wX76Ooz1Ix5+jKCbb3fYREh1T8B7HiP8dFoNUV3NLP/K2f7xZ/Y7YC35sdgcaxd2PpJjmzgIi+gY6PIdwjGEoEnV9DCpd84cewnSlSvYrRbfryb+ds+xIr4RKjruLZ1aMsBhscqb6TM+2QIWuWWhrzvm3vZH/fvTx69QxHBodZjo7R7/WzEJ2g4mvumuzneO0yHfccHV3jgzsf5qmZGf7y0mUe2r2TGXOJO/cO8urpJscXlzk1uwSu4aEd+/CUwyfuvod2K+TJ85dJbYWagI/uuYX9hUFOXFlGawNNTRQr/GaWjfhFh46I6ZgUUU8xrWya0lKZeLPlWiSewI40spvidFJUwUZGGifVWBtdVF8eIwwySrNe2eYaA0mSDZoYnU1lGoPlS74a/BE33HPdG3bO/aNV7njXzRy4bRfPPvoCOk4RQiIwUMhn/UnHAtuCboDSGjVYgEoOkWgcAX05j8JIgcpAkSFh09AJQ9U8eraHjA1i0EEBqWMI+yW5BqhE46SCbabA6ljKvuIAK2EblKHacOgUUoQD37p6jRfnZ9HLhl4ac359nThWFHdrcricuVqjF6fEXZv+vENoddApyFwDaYW4fpsJf4zbphXbclN86UKN1a7Hnv6IUzWH1aCPSBnaicK1HFajNj+++62kRvHixjkKMmZHLiAy/YDLA0O3MiieYnvpLUyV7iNvFTlSeRtnar/BYhzRMlXGi++m5Iyx1P4svfBVjDZ4oomUFk7pf3nDznqL/yZbge/Njgk+hwj+GNeeQJgQ7MMY0yCNnsWYFkotIKWPV/gQ13rnKbrXMVp6LxP57eTYYI/7CkcGHuFPFlssxVV2FvZwoT1DR3U5Wpvm/rG38Z8uvcyj144xmXPpmhNU3SHWej6BbpKIFtuK/ax0e4ywl4GCS5tVnCTPf3z+FcaHbYwXElQ2GPJKiK7H/7TvRn7snlu44q7w5PoFXjw2y4LTItdn47QlM2mDbyzP4q1AWjQ4bYPTEZnJqgPdXkRHphhb4K8bnASIFEkRdM6i2O8zXSnTkQphSZxmjGgniCDFWWln8l7dEKI0W0D3XESi0M1W9pl2Oll/zxh2HNnG52Y//T2j5jGxe4z9t+/iyc8+B4CRVqZGbVmQ89EGzEAZcg6i3kV6FmGU4q51yFcL2ALuPrydvsk+Zr85SznnAZBIxYjyWBuTxBWJ8gFPYlUstkdFLq9ssJjrscPro20lJKmiZcUo29Bnu/TiGGELyh0PPZZgjxsO7h1kzdQY8gt0RZfQaTPiVGiXF5CFLnErj1tqA5qhXInhviZXg4vMtepcqQvWQpc9hUPcMTJBvzdArFu00wghNaEJ2VMa4ncu/gVah7xv5DTj3iKvdvrZiJpc7TV517af40L9twl6f8JQ8e28Vn+M693LpKKK4xwgVldoxWeI4m+h9UVSofGlg+Xci1t45A074y3+m2wFvjc7Rg5CugDurQjvrcjiR9EodPQM0j2CX/pZHO8+1qNFvrz4GdrBYwzbAXnvIBP5aaruKH3+HVzuNLja3eBQZQ8f2/MIq8EZSvZZBj2bfncfp+uLbO87Sajn2VY4yPunPkJdXeNQ3xFmV4e5uN7g1bkeTywe5UJyjBMLayxsxLTcRbycYTlp0BZt/Kpg+/YC/U6ZX335KS6v1NiY6eHHNjeUR5mfb9P0QuS6welIogG4bdsEtVYXERqUBUkO/KahumQYsj2iIKE5ZREMO8jU0DWa5kobZ74HqSaoOCRVH5GkOEFCMtaH0Rq71YP+PhASEYTZHl2n+1+sITy6+Jk38HT/64zvGuO6u/e/Hvz49vCNzlznKeTQjk1azcF6G3u5jU40vVaXZpBw8YUrzFxchkARj7hE6yG5WOLeOEDTSRCOQAlB6ghuVFWsSDPvh6gi9MKIuhXjVhxafgwS8hsWzprFDtVPGmvauR52AX7xtnfy3NJFrm2s4+YVdjlmZSElbjtIL6VTKyLdiPnZIfb2jTJchtm6YrXex+6Rqwz4ko9e9zY+fe4ML6/N8dDEKe4fHWSm6eGJFompc7bdQAqL7aWdvNTyaaU5HClITI8r3fPsdl5CEOG7t6DIs694iF2F2ykmX6NnHHLubpQOyNsDWCQ4AtzcA3j+nW/oGW/x17Kl3PJmR4gc6KuQXoX4OUzn3yJJMNYO2vIgBsNM5zgb0Rx3DTzEdi8gVasA2LJMf+H7sWSJdw2v88Fxh0PVnVS8YfZXfhhjXNpJzKGBCfb09ZCmR607zqPnAoyxeO/Yj1PWhzlTP8PEQAfHQG09R9orUSynTOxdQSlN0JbYSOI1m6WzmqevXGBbsY/bgl3YJ11k18aswOmzKzi2YLTpUwkcdu2q4hjBdLHKP3nXffTZLp4xlJcMXgeu2zbC9OQgpZxL0mehHcPwhmF0PiEtW4RVG3c5wFvsZH533RgTJug0QeVdlFKwtA7XFjC+BzknG26xs5m+zze+94Let7nloUPZYM63B1y6PUx/GdENYWkNbYHsxViNHuiU7nieuD9HrhURjrpEIvNsCq+2EL0UU5BcazSwteBdB/dn9kTCsHvnCBemQ4JxoCDZvXeEfJ/Lhu6BZfBb0LMSejtimsUe8UREOpqS5mJ+8dnHaMZt7GpC2nAJzlYxiUDHDhZQGewy6JUoWjlenkm5vBqyb9BheiAmSarsG4R63EKpzAniiYUJjq7mmA/bbMQulzsp2ggEDgvhJJeDEoEW7PJiXNngdGedp1rX8a3wYV5rXmCbW2Gw76dpdP4TOXOeAcsmJz3ayUmkcyM5q4pCIaWXeSpu8feOrYzvTYJJr2FEBeH/ACQvgHCRhY8ynxZ5tfaHVJxtnN74bV6pPYdjDXHr8CdwNlcfItXmldXfw7UrtMKvMZ4vs7eSTbON5wcYzd/NLQN3UXYdUv6MolXhiWvTLHUswljxG6+8yLOzVxjuX2HfUJnV1SGk9snnOkg3JUmgNtNPWLfoNSFdzZNL8/wfD72Dbl1xdOYaqxMblIWPRDBcyhO2E1pxSGO7YlkGKNuwfGyDZ1uz3LpzGztKFdZXWuw6NEbf9hJzL88TtSN6OUNcsMgvxBRSQeRBXLbJL/dw10LchTZOM0AkSabO0uiipgaw5tcRYYIWItPfjOMskNg2H/1XH3qDT/ev5w9++U+BbFHeGIMIY4wU6P4iuuQj5taQic7EuQdzCM/CTg2d3SVkT+G0UqwE0orN+n4PZyWh4NgsvrBENGzhbihWTqwTVQXbBivcOr2N9xw4wLVWHQto6yCbsFySHLl1nMt6jagY4XjQ57i0TJc0FOQXqzQXBUls8AYCCkMhrrYZMGM0kxbbJjp0AkHekYyVfSZy48RhnslKmxOrMOyP8On73sefXHmJC60EiUZKQU9rUpWgCWmrdVyZY8i1+MDIWRyzwbV4mIOV22indW5zvoKdPk3IFHVlMZ/mactJgnSd0fyDuEJR8N9CQc8h4ieR3luQ1vAbfMJb/BVsLbC/2THB5zDpaUR6EUwdUfynCCEYyR0k0nVKsodWc4zbbSbME3S6Md3wcUL3E5xuHsdNfp+vdxe4dfTnON9aZ375FBoY9ar8+pkn+MHpbbSiBq1U8cxclZwl+MHrbuYzx46zEfT42OHD1O1Z9pZ24u2e4Nmrl2kTU/Y1h4tHeHp2nbhvjWS+gBN5HJoa4V989jEIbQb78vTvzrOcdLEOw85KH6uPt3FsG7uXEpcMfXhE1YSepVlutlh/ZZ3lbZrL+RWspmAiDPGUwbE9dAzSaPbuG2faNrx64gqmnRD1eyS+wOrE+EsdnFpANFFG+zZGAEmK2agjpMAIgRjoRwjBR+/8BT714r96o4/4v8pv/m9/lKnJSInR6nW3B91fJB0p415cwm4HqL480WABtx0jLjfRlqQQJQgson4XK1SYskWu4iMWYnLnA1RqOLBeIh22aS02+Pm77mF8V4VLzQ1mmnX+QfUGfveJF1nfa6EKhm27q/Qv5BgRJTqmw1Axx/sLt/IHR1+mVo9op2BbEr8/wfIFratlvm/PAb6+eJFUumwfC7hp/wL1IOaJs6Ns8wv0D79ErB0W2iGXGlc4s3M/D0z4fPFqRKQtJII+O0dPNNhVWGZ/yeORyYfJWRvE3ME32i9yb/80d1WGWOocJSfgUtSPWf/3DFpN1lWOMFqhYFnYJBTlEkn0OLaaoSpdPMwbfcRb/A3YyvjeJBjRhw7+nDg5iUQh3NsQ1gCuVaAveQITfIXzyTQVscQ2ZwXhvgXfnebpWo+TrXV2l+/j6ZpmNYx5cX2G4/VrnGmucOvATs43TpGznubRKz3mOzkcKyLnXOGd20cZ8fdiC4u5epfnLxha6QYjI3M8OHUDX/zmOkprSkMt8tJnfVkStSzSGObXW6hqF2OnfODOI8y2VqkvBbAuGR0vMV9s0x/n8G2b/HnN8LxHpeWSWzKYWLM8nkJXIbVgYBnuu34Xi40m006eGhGdqkX7xSXWL63jNCK0Da2DfcRDOVTBxllqZ4FCiMzyZ72TOTEolWlqGoMsFEAbWmtt3JLHwVt3v9HH/C0HBpMAACAASURBVF/w/OOv8al/+fkse1UqG2xRCtOXR9bbiChBtroIA/FwgXBnFf/cOpYB7UhksrkAbzR3/OTtvOPugxy7ukA7r/E8h/zOMvZqQmO2i26kJO2ITzZe5vnFWZRRvG//9fzZX54grqVYRYknBZdOr3Hj0CQlz2UlbfKxm9/Cnu1VRqsFhNHEXsCDb6lweSYmCeHQ+Cg37y2zoi5TGayzu7QTGU5wZlGw1uswUZjkyOBNPL98jLVAIuUKb596N7XoS7xl9Dz3Dk2zvTTObO8agS6jrAO80rjEUm+WsdLb6Pe2c7LxFyx0v8ntlTKNZB2XhGl7DUvm2dA5Ih0iZYg0Mdf7Q9jJSQIExcJP4OffnTlfbPG9yNZwy5udpPNJlK7RNB4F6WbyUfGLpNYupLAQwkVaZV5pLbKSDrOgtnNk8Ed5qX6KSK3wvqmfZHtxmtsG9nNjdSf3Dl/H7YO7ua4yzs0DRaLkZR4Yv5d3Tn0fD0xOMFmK2F2+mzvH96GU4XOnT9KNEtphQFI4w6XeaVKhKA1usLJQwIv7cXsV4lhlTgkpDByMscuaufUGc0cjuCGEvpjllQ57W0P4axa11R6Jr0g3UoI4prVd0U1iuv2QrxkGTibYaynzF1agnbI0rEnQ+MsJXi1FRDHGGGSq8ee7WLUAuxHQOzhMmreR3Rh3toaI0yzgARhQeRfR6WWu6bbFa0+fY2mlyd1vO/TGHvQmX/jM0/z6P/njrLyZZDuHelPzMx0sZka3tQ6WkQhtcEKFN9/KRLm1Ic3bhMM+bjvGMoL1ixuceOYS6XKPeMyjNQDrXozVVuR3FYjWIhrrXUolHzFkMVIqcdfkFC+dukYnibBDWB/oIWuS5mJEohLalTaHBidQTcHsTIfnz88TtmCx1SAKDZXxgF75EqnoctPIXlZWfT60+wP84J77sUsvYQmLbm+Md+04Qil3mZJ/hphrHF1WuFaHqeIGBWuNhXAPrSTlH+56gKo3RC3RLCd5loJ1vr76dSzT4Pr8KuXiz/Fq8yIj1hot08+4E5JoG+nuxiHFk4Kytx+jl3Go4aRX8Eo/uaXX+b3LVuB7s2PUPFqOU1N1QlMg0BE6/ibX2l+m5FTxij+KG/wuFRmA/15Ota6wGtfZ48xzvftHhOHX6LO69OcP4lsVfunEFznVWOC6cpkLjV+lm26wu3w7O8o3U3EnmMzfwuML/4Ez9aP80ckluonm1uFtzKx2KZVabGx4tDsew8MBWglGBi0q0SQXltbxhMS1LYSd4K4VCdOEdCjAHtSISz4YQV136S6lxMOKcFIjY+hNCdrbwU5g9KqFv5giFHSuc4lK4NY1nYN5RDOhejoAozIrIjK9TSMMVpjitGOUb+HNt3CWMleFTA4sK2sZgLyHGqlCGCOFRBjNlROzPPbl13jwvTfhb47//12zulTjw/f+Ii9++bWsxJkqTNDDKJ39nL5NOlzC7sZYUfq6MzuGTKtTCBAS1e/SncrjNRVSQRokNKc9RGIoLsQ46ymlZUUqDLWqQrqCsuUx1PXw1+BsYZ1n1mdYMx1KoUsZn3Y1wLKBNcHkSJl6GPLKN1Y42ZthdTWgHQWZI303z3Chwg/feBMddwnpdblpeBcF+ojcCyRRiSvRUW4ZGybHTj51/DitOOTkGtw9eQkhNnhucT9L0X4ud7dxtRNScCrsr+zgiZUTvHviZnZaj7LHX+LVdkqEhZGTPDj2g5xpX2AuVuRkSL/VZo2DdHUHaQQVZwDYwNWruNRRIqJQ/sQbcs5b/HexFfje7FjujWDvpBN8lUZ4lrqOsf13UlDnyYkeyr4doscYLNzDSN8HONM+z7nWZfaXCpQ5hjKGSM3j2XuZD3M8eu0JmuEl2klI0a7z/HKRJxcWCFKbHeUJvnb1Ak/MPUlPz3C15rN3MMdCTbIedCkXOlhCUa8XaS4N0j8YE3U9hiZD1tUGU3skQdPQumITdYGRAGtQU1UFwjmRJV4WGMug+wyF0xZGaoLtkFsx9L+iEWsppCAtCH1DbZ+Ncg0mjInLFsoFkRpiV6OKDjLKltc7uwr4Cz28pTayE2USZZsuCkZkQU8XPZIDE+hqARmmiE74evAIujGf//Sz/OfPfoPrb97OyHj17+R8F66t8is/94f81j/7Y9JEgy0xG00Iw0xdZhOTauz1TuY0gXg9WxEis1MSrpXdbyDpc+hs98kvxtgpWFUPbyOlIF2sluGG3RM0az0YdKhEFtd/YA+7nApRqmi0uqTfCBlUOT7+nvsyX7+lBbTUTBT6GL3FxV3J027FbKxFDBzqwvgGXrnHoByh4hd4/927Odp+GiUCkmaFL742y4Y4w9FrbarFNtpa5fdfrXO13WW2BRU/h20HtONRYlPBGAXkeHBsmOVwAUt4vHPyJqp2Fy/9FMZ0GM8NstOd51JURMoiRa6yy3oNW1oURIR072EtOscuJ0BLGykMNgqbdRCSQmkr8H0PszXcsgUotch43//KiPgVEh3xSvNRHOcGonCY8eDj9OI5LirJe7b/OD+166e50L7IdG4Ch4ewrWkSNYfn7OJr157goaEZduUu4TqGidLH+fzVL/PaaoeTGy/x9YVnmNmYJucOMVjcoOyUmc7fwNfrJyCVXLi0jVv2tRkoJsxe8dFphRt2lNmQ84xOaQp5i23b+umuKvoLOVixUU6XoKbITVgkayBOWqDBywmoCHo326BDhl5ycFxD2lUoz9DzFHHRQqaa1IPquYTaIQu/rWjs9Rh4OaJ+W4niKYXTTMhd62yqs2xaAf1/ylgCkJ0I++oaJAmyGWK0IZ4YwPTlcOebmHKBltb8/Pv/HcKz2XdkB5/4xfexc+/od60sZozhL//sNU68MsOzj50k7IbIjWaWmWqTmeBGIXrzPX+bb3ejxKb7hDFkajY5F21ACInRJjOpTTW5pRhtZa4N+uYK2xYtVq7WufGOXXzgB+/k3IVF5kYjnj1zmR2qyOMnT7B/ehSrJ1FdReNCly98/lV+5iceoF7v8vVjlxm93+Po7AyymyPuOCAlzVqKu03ROjvM3u1D1EszHNs4TV4XsZyEhyYPsxH+JX3VPKVwF6vrVXS0jC26lK0S7963n06acLExzN1j27l//Ct8baHNS7VJXHGKO4aukZP9vGX4PQCcs36H35/5LDcXTnNHpcLzHcNXFr/MiJfSb01T9Q+wf+DDjDgObb3KCCeYUxeIlIO2xzFIbPvId+Ust/i7Zyvje5OgdY+12s+SpJcp595CYqqc6p5FYTFaeJAyNRrJKqt6mP2VBwGJRvDpmUdpph6juTFca5jPXH6ary2eRMoBdpV28aX5DqPe55nIl1mJdnLL4Dz9/gVWOnsZK/RxYi6PJ6b5udvvJdUJB6ZWMKmPXbyCUpLt+QOMlz06bVi6YnPtdI61aza3DR/ANhYjQz5BtUFT9UhrEu9KjnRnDxEaaFmEaUpvNCYYSvHPGXp5zdqNCuWDciEpCloHHHReEBcEwZjN2JNt/LWU/HyIHRnyl9pIbbKA1kmywLeZ6RljsmVv/Z19LQFZ78yRiNSgCy56qA9dLSBqbfRwBXwPq95BRor15QZfefw0n/3Us3z2U89w9Nlz7Ng7QtCLyRVchBB/ZUBMU8XC3AYvv3CR5544zbNPneF3P/k4//6XvsiLT5/j8sU1UqUQQQRxDHGK7vUgzNzZMWAwmeOE4DsziJseggIo9BdIlUZt+vPJvE1qC+xajNvTWKEmHHSImjELhRhVtpkuljj65Hl83+VLl86y1GvTOt6kvtShZgV4eUmaaEQE9U7Ay6dn2f/WQS6mCyznVlEXHPSqC66ivDfiH9/5MK8d7UCU445d2zk/32ZjTXJxPmS6MsiHD/wAgbjCK/Mz1Dopr81BvnAKy06xZEIrXuNbq6scHvIp+VVO1kIm8l1ON3MUrDFWEp9XGoazrTk8YVEWz7PYPU+oDfvykrJcYSH2SIXDgcr9HOq7np2lW8hRY4pjtOUk/XqWjmnj0Gaw/NPkCh/Bssf/Fq/aLf4H2cr4tjDYaglUyCy7WY/mmPL6KYl15rtPsbt8mAGnyg3Jq9jpKb6w+CVucE/icT9PrLxEoFKeWj7PetQh0oZa0k9dHWFv8V/jsM5E7jT7yyVq0REa0fV85uH3c3xliV9ZeYZALfPklbN8/Pbb+dXjj3PD9nGePL4NFeW4Ei5y8IarFCtV2nZCv5uiY4+6M8uV9Yi7B3cwUdjPN7vHabuaVCpMaiBnyHkWQiYkeY3pgL8gadxpwAMjDN0dWfYy+kRIY5+FsQTGEQgERmlwBb1hD3dFo/IWbttku2wiMyhXliDp95BGYNUCxKaLuQFMpLAiRXDTJOlIicIzl3BmMgujtL+HXGtkTg+WDTrN1iGEILUEZ88s8o9+8jNYsaaUs+m0QzBkPTfXQSuF8ZysTmt0ZmxrDDgWJowQcebcLpIU0hSFRngCGUiC7YPYSw2slUxWTWwO5EggzdkYW5IWLPJr8euZYNiNN80bJCZVmEjiAEZmax8YQX4+xt/QKNvmzkeu4+Lvn8EruDiuTfWZFF1KuXhjk+oVwdJAF7suGEtK5EY8lmtNWu2Qt07tZ7lT57nzl6BpY+UVtxwZYcfNFuPWEMWkn5GKy6szixyZ2MGR3f1cilLKfU1+6+Rvc+voXsYGaxTFIu+//m6uBAHPXzEcHJtnINflzmmLA5X3MFE6wPnGAJ4j+cLCl2nqlL35wyTdFY7XZ+nFNd7W/5/pd2yeb+0jbfRxvXeGAW+MgjPAe0cfhtY/R3VOYXkPsxqeYi6us9+fYkf+ely1hrT34bg3/d1ewlt819jK+N4kqLSG6n4arZeZDV+lq+bZW3yYfscn0HCx/QTXuhfAPsBw3w+RRo8zKl/lYD5GWtPssI/y9bphyB9modfCETa/cOgRthcAs0rOOcSF1iT3T9zEx264j16S8NvHXuL9BxwqfV+kbV7juspbeeVSmRuHbsSWkj6vQEutMDyxQnO9wJ3XDxFUrlIeTmg6q3RqNqWcxSunFjATbfKeg9aae/3rYc1iY88GXK9RKApHXVRZo0bBn8nihXZASEP1jEZ70N1r4TRTglGbYMRBKIMuSgprSWZ83ktBZVkSQtC4awhV8SA1pFU3sygK0+xhK/OVE6lGhgnWShuZqszOSGRlQhElkCYQJ+hOh2ikTDzoo2SK3OiQjBbp2AK3ESE0WYlSa0ynB64FtkQ0u2BMlrz5FrLZhVQRjeQhipHzq9DuQqtL98AQ0XgBf7mNayAu2sggxUg29xANdqSzrBaRmTYUHbRjIb892GJZCJO5wMdDLuE7xnEv9bLM0cDgLSNsNNpckR16MuWHP3IvoUmYOxSzPhRSnJcMewXiQOGHNp0oIh7UOKmN+n/Zu89oy+6zzvPfnfc+Odx7bs6hbuUcJFWVSlmyZMlykm0wxoCxic3A0ANNQ0/3DE3PGliEgR5o7AZsMOAADrKRFasklVSlyvFW3bo5h5PTznvPizLdw+rphqF7RvTifl6fl+fZv/UPz//pN7l2e5nGFRk/DIjtaiC4UBXKpKU079xapOCUGOnI8cn7D3OHl6lK01QLbbx43uRo315kQSe0MlSEb5HSciwV9nJmUUYSNKKqxpX1LSiijh167M12syfbyUKjxGNd25hurpG3qyw7FYreFopewNOZS8jKTg53/isulM6xbC2wNbGdpPcCoTeJHP0wpnQI379Nq+Sy4hUI3dNgfQNZexhJbntX63rTf9Hm5ZZ/7AQxQuheQw4dIoJIj9pGIvkT6M4pfGK82XAoBhG6k99HZ3Q7OeMgvjdD2V1iyaqzJVLFFzoxJIkedYGGH+FIbheq0ORiYYHdrT/Ek/0PMppqRRZFilaZP7z2OrcL0BZ1qdsS93Xcz2C7yYXyF9me6+b0rSrJlgX8Wo6ntu3D8mpYS+00hRJmWSXZZXN86xYmtBuY0zpmPUQZrbF6PqBQaCI4AkFrk+RclOxGjFrcQjAC0q8KGKt3w6k5IuDpEHo+ToeMFxcIJRGrS6E+oJK+2MDTBKTq3cesw8BH9ELE705i0BfqCK6PNZBAzduIlvfdczIBL2sglUzEun03OEJAhAAfsen8hxujhCA6Pp7gYQ+m8bI66lL17rBaWcSLyLgJBWp13LiCkq8T+C6h5SI2LFxDwDfAyWooyxWEYg0IETcqiE377nlcENLY1orbnUAkJPQ9aLrYPXHsviRSvoEU/PVg1r/eWhXIf2AIa1saueggNHzC745lEkMBJ62ghCLSsokQU7BbFbzjae4INQLfR6j4zJdK3HbzFEs1AkLi4yLkfeyBgO09nYiqgDdsEqZdOv0c05cquF5AGAqINZ3VhZD8nECtFLBaatC7f5We7QW8Qgf/7uUrFMo+P334E7QYGe4dGOTfv7XMS7eWmSvrrFYlnt3ucbD1WZ4ceoxCc4hXl+Z5efEOb63NEYYhVa+GGn6T0WSUWzXo1wvsSzZ5oPNZzpTnqXohuzMnWHVqFJ0yaXGFXfKrRESbJu1cNj1Gko/SnngOQXsA2yuiuG8hCWBEP4Mo/f9zeWnT38vmVuc/doIgEmjHCe1XaZEVRGUrAjK2v0pW7eGJrn9Kq9ZHUgrJW7NsmFeRm7e5bm9jR+tPktFXmVv4Y0RqfH+3iRT5EL2RDBfyw3xnZYiZ5jRvLp/iXx58jAO5bgrOn7Cr/SK+d4zJleNcWllhe+YF7lRfYLkcZaI5yXxJwV1rJ3BFVmbmkWNlHt7ZQ7Z5L++sTxAdaDAzaRFUVbyySmDKtOgZIpkkS3aJcMTF7PAha/GzH36Wf/a5ryCelO+ODSLATQYIOoRaSBgNyZ620QoB6/cqIIPgBDT6VGK3TULx7v5mdXeSzHgdwfTQFxt4EoiyAI6PVLHvboUC5mCS2n1dJF+dR1uvEagSouUTBCGiGRD89QR3z797P0ZVsHa1EeITihK+BvrUKr6uQN2kcagX2XeR8i4Bd+f7Wf1x1DmH5mgGqWrd3b4sVREcH2mtBKZL6Af4mohvKAjFGmFvgrBqwkYDwfERag562UJy7wZzKImI3z2uFBBInlqhviOFYAX/IaQb/TrRBQdj2UFYKxFoAr2dGXIfGWXl9SXEWkC0pCBnNaZW1tHnQuJiiLglwI/66JaOd9VlJrpBzbUJFIdwzKKnJ8HefDenr80R0WWINKGhEGmtk2+5Qk+wjd1DLkVviT945wWspoJoZLmysMpcqcCD/8fvYxES06IMxkaJqBV6YwPs7NsJwJ62TrriMX75/FfwhBSP9o7wq9ef55n2RWrWGSThAGPGOxxtiTHStoU7jX1UnCFi+lauls+TUlt4puVjRN0/RdY/wKLZIG/N4oYWMhoIKq0imGIEQTmIrA68C5W86b+FzRXfPyK+v0rDPoWkHqemfQDLucq6dYOG0E8oDZI3x0lav8OLGxe4WDPRlINk5Dxj8Qjj+d/kpUKGAcPnwd6f43I5yZfnLlBunuVg6muU7RRvrTkcaetlJNWKEEh44QRXV3u5v3eUqKJyYbbIbMFlvZyiJQrp7DxNUyHwFBw7QJRtSvYyN68qVEtQnY2Sd1dQ4yZhRQNHJNUpQCAgHt0gUtfpb8vxcMceytM2N9YW8DZ8RCdE9AAZjLmQyDyUHpUQDIHkRIC25CD6kLhuER9v4sVFml0SaslDNn2aLRrWYAR90UR0AzxdIjJXRXK/O9Q1BMH1794qnasSAKKuIFjfXeEJUN/Zimj6oIoEqkR9RxanPYHgeujjG+h38gQpjdCyURouxmqNMAwIfBep6YLrIa/VqR7qQBAhc2sNYb6I4N1NXmEwBWsNQuluK4J5pBtrKIlQNYm9tYDkBCCCUrCQGt9tZ1BEQkMh1CWkQARRQHQDavvTuC0qSs1FGIhjZhVEK0Qxg7tPnckCXXu7MS+VWL2VR64HeAQYP9rO2nIZuRxiqCqNsQCjLJMRIvhBSDxhYFoeEcvAWZQ52DMEqsCd4hKB5JLpFujrSOIYJdwgZGlGYGFao9kMOLrP4LnDu3li9Bi/e+osp6anqLsBQQiGLBHKAmeXinz91ho9yQTjhXVWmzVulV7lnraXeKD7GJdKFgv1OnH9Xs6UkyyZVQpekvtbYM0fQRJ1puqznFx/i2e63sOJ3H28WbqOoD1BW+IxWo099EUPYPobON4qS4WfJOq+iISHnvifkZXN4PsHbnOrcxMoyhCWt0DNXaRmvko6OIelPU0p7OJ04Sus2itEpTRLjsnu7Hu5J3sYp/mngMz5ahbLK3NvppuMeI0rFYGbVYsL+WUUoc61chffN1xgV+o6byxl+fZMmRemRTJGmQf7D3J/fz+6FOPCXAABhL6G7xhYjsSR3esU1hNYlkhSjVGpeHg+KDIMbPNZvW7gNEWUWAB966yeFwkqCpLhE7wdZelCldNv3UHqCnBSNuKGjOAJyNUQvyNEUATsdIhSDjCuuwQJgciEi1JzkW2B+rBCc0ClMWQQWXLQNlwsLUAruCCKBHGZQAkRzRDXEJG9ENENUJdqiF5AKIDToiI2fcQgxOmKErZFUJdq1A+147ZEsEcydAUSkakS0uVlJAGUuo0oiIStEfyYQmMwiRdTyUgSDU1ALNuEgykee2o/o3qM2VuLuGKIl4vy0A8+wNpqkUarTm1XK5GLq9g9CcKojDpfQao7iN9dxd09shQIcwbiiT70JZPQvjugVtZlzA6DUBFweqIk8wH6RBO5EWDHBRRPIt0S52M/+BCnX71J3bRJJCO4BtzZXsVTA7KSwYPDW1l/rYjhKRw6NEKuK87P/fR7uFmex3dCJFtlx5YOPvDULi4G59lYdAkUG7GaJSGlmLslo8c9zKZIW85nR+YATq2F+8cGSUcNri0toCsBnakYo12T3Ne/i5ojYAc+lzeu8ZU7E7y1skhGT+CFZbKRIwShTtNb4krpNvdkx3inPI/p2SSkSf5oscqV8gR24JDVozzSfgxNlDmdf4Wat05cTpBSc6w2z3Et/+uUrJcJQoeEWMMXQvToc0hy17tb0Jv+NpvBt+muMAwoW6eoehsg9XOxfgcryNMfe5hd6cfQ1XuoBgp9qs+b6y/wzY0aK7bPkz3fyz7jFdqUGzSdaRZMi+OdH2RfyzaKzhZeXVpjMB4yELP5+ber3CrlGcvkGcuUmSu08+fXr/PpQ4d4ausYtifywMAent1+H+v+WaZmY/R2OwQ0SKTqaJKKHvHZfnweM6yQv92CEErE2upYCxH8poBXkAjWVZq7ligHNbwFBa8a3F3tmSJ6XMLa7iIOCYSWh7EeEL0Ktd0C5adUpHpIIAmoRR+lHCDZIX7q7vmWsWQj1V0k6247A35IdVcSuR5QvqeF+tY4kTt1/O82e+c/Mkj1YBteWiMxV8cfShP4IVLRxI/KRMaL6As1fuQTjzIZNqlMb+BLd2+Wbt0/iKOEVCICpaNdqEs1rO4Yja1ZwiCgti3FzXKRqfUNGh0GctVGb7gs3VyktiNDpTdG/PQi6rqJPlGkuTOD12rgGXeb9EMhxMnpqPWA0A9wSyZi3kYwJJSIhm/62D0R1LJH9maTwl4DoeiiWAKSKCNHFGL7MpwuzhMdjrGWtogMxqg0mgh2iGSJnFCHmZspUA8t7AeaxFs05oRVXvjSLUrNOrkhgx988gRH9g2SSyUxhTI385M01jTMssSHju9npVzFdF20eJOtuwq8fNbh/NQ6Hzy0E1WWODu7ghdKfPRAH2MD5xjOJnj/lqf48YN7kJU/JggEDNnjwe6Xmage5MyGT6tW4v7cTU6uyxiKRlyJUHE9msJWAkFgqz7PgxmDTw9+hHhwhnrYSlbr4Fr5JaYbl3H9VQwpQdb9K2TqZOOfQBYCVOMD6MZ7N58q+4dvM/g23aXIg3h+Htyb6FKOUpimI3KYJWsKP7TZnjqBLuk8v/i7zJuLmEGMg3GTIfkCmeyvcbq6lS+s9DBvphmNLHGsfYwWZZ53igHZyDY+MPQpdFnlgZ4BjnZu49fPVllvNPjQth20RaNcXDvPmYVvcXPJ5qsXJ1ldS9Ab78cQYmT7LqFrIX4YsGe0lapXZnEihq5BLCrhuCFeVUYIZQTNQ2yvImZ9aEoEiyp43L0dmfJRQxF/I8Tf5eDFQ4JAQFkErIDo7RB1KUAkIBBBqYZYfQJSXGL0joLohpRHFJyMjFIPKR9NYrZrKGWX0qPthJpE8lwJIRTwWzTKJ9rB9QkiEvpUFWW+hlpsUrq3g/hsBaHuoNgepcf6uCA3sfriNLelEZ2AfIuMIIBVbBBmdMyuCOJyDalqEUXAajEQajZmZxR7KEX7aAfxWyXscpP+gXYqU+vIPiRlFbdmE4gCYRBQebQbZySFaPn4WR05IuN2xfB0CaXsYXdoiKIEToDaDNELHoHpI1V9ZFtA8kIERMIQqk2ToFujFHNoaB5u2ca6XyJt6QiSz8p0iUbN4rFndjI+scRKdpVIJUpl2scqh/Sl2nj6sT0srZXJS4v8wUuvER1ah1qK0obIlZWbCKFGOgWdw+tIgsxIbD9T6wVM7S2+eXmNidUKiajOZHEOWV3gtUmBUzMmyUgJJ3iNtugy7cY8/YkVDrZW2Jr9MPe2jpORr9MWu4eBxB5+ZsfjtBtJPtp/gn3ZQZL+n5OT52lV49Saf8HzG7PcaS4RhCWafhEprBOVE1jePF2Rw2SiT2LbL6FpR1GUkXe7lDf97TaDb9NdgiAQ1Q6TUlJgP48hyoy2/jKWX6XNGKHpu3x9+Y9o13qQxAxrdhQp3KAv2k9EHcFt/i7j9Sif6TPpUS9QqP05G+YbPDf8CUZSo/zEG9+gxYgynGih6txgvT5J2ujkJw4d5sXZn+fy8k1UpcHMWpaZDZMAl8cOX+LylEApn6FR6GBhTmdh0WRtOkloq+x8cANfNDFyVdS4S8RPoY2uEt1bwbkdRRnP4okeQquFpIZwkXZSEAAAIABJREFUtElYEhALMuFWH+kWRE5LBMkAbTFEWw2RGwFKBSQzBAFKD+g0x1SUF0t4YxEqDyYx4wLGvE1lbxzJ8ZA8AbnhkVp1UKZrCCEEKQVfF1HXLARZRB+vEKQUpKJDfU+a+s4M+kITu82gMhSnaoCXUAhFgVElSnOuiHKrSPFQC2Z/HKnm0PKNGfy4jGD5dL6zQUfRhzOLSAJ8+sQR2rd0MH5hktpKmY37c5i9EVrKIV7DQnQDlKKNm5CBELNPp344S2M0QXzDRZ2q4cck6oczxFpj5LdqqKsuQz05hISG6bqUPpZluBinUbdBEJEskWDKRrhmIVohuiPRbWQZpQ3VkSkvN/C7HXIdGTauNQlmVfRCjJ3buunfb/CDHz/KS69N8s3xV3nHOcXKuIyqCgy1tTA/G9A6mCfVUWMwsYMm8yRa1tiRPcyZqVU0o0ZEyTK10aQ3k2KwvUBH6hxxrcY9XfupusucXexld05AFEpEpDoXCyKfnQhYNNs50fMMuxINWoQvs+SMsjXZT1KN0sZLtGsxtNhPsxJ0cLkWsOopPNH+DP1GL1EppDsyQtW5RUvkMDH9ISJKF0bkWRRly7tdxpv+bjaDb9Pf5JjP4/kboD9KXD9CZ2QbKbULQ4oSkaPcrC8z0Vjk0Y5HGFPHaZPzSMoYjnWSOUuh0xgipbdxqSTw7+Z2MRx3WW74fH1mlpJl8vzUbUqWwz85sMxHt38MP1Qp2xdZrqi8fGOEpi0hI3LvtiLp9gvIapX5+W4O9W8jlwlZLJaQFJdMi0VhLkHL8ApGm0lPto2StEZiuEbtapLq2RZcxSbz3CrKVhN5m4U/oxKkfViWCLY3CaMhyVqU5k6HsDVEmr7bnB2K3H2VJQTJ9DCmHOR1n9UnI7TEIiiv5lHzPskZB6VkE5m3CTpU9Ik6oR+CBGvf00PMEdh628derSDaAbn93TgfG8UfSuDGFFJrNtUOjYbgIksClhYSkRUG3yzgTORRDJX6aBKxZiNXHdK1gOzRAZwzi7hNB2NvO2ahQf5YjtdqK0y9PkHYGaWektAECX2mxp6t/QQH2im1K3imQ3NLHLnhYQ9FEWQRo2AjJRQiZ8oEEYnCYxmsDoXqzgjNbQbZuozn+AQrDl2LEm1dWVzbw/V8Ut1x6rqP4IhITQEnF2CfszHXbQxZp1JsECpQnfKwSwFJLYYgitzZWKLcP8O15RmOdO+kY0hiQ5+gbcChcaOX5YWAqJKgKxfjg4/2ITQ6mS+uMTxS5L7OJ/mzMxPky3F+8yMf5OGxAfaNnGZ7u07DW8YPUmzPmSjSLQ60fy8ztTHu7/0eGv4OvjVXRZdEmrRwousQEXGGico5/mA+4I3CBIvNAnsjt5BY46LZzefnvkog6gzHRjjaegKr8i9o9V7iRv0mspTG9cdxnfPEnG8gq4cRxOS7Xb6b/m422xk2/d/5ONYLEDTJRt/P9eLv0GocIKvvoemV2RUfJGK/wNviAA/mjiMHbYT+ErJ+P225/Zzw/zlfXzrLQ5lrDMQeYFdmC/n6tznSMsTvHRnnX14YYqUZZ0fLINtbfxWAX3j5Jc4vD7FaKON7Acf6+7hvIMWd6m/ztZfuRQ5jFCoir1yb4f79Ab39eUQ3RlzIcWOhSUtNRhfh6PAupt8eZ33JoDEbIZQDjIE6atpBEsAXBYKIi/3NNEIoIK3KyLsdarUK8kUFWgICXUCWRHwhJFRAXPPRV0KcdgiSIlrTpUAJ/5k40Vc8Rp8Y4jv6IuKqh9NjID4URyn7RF8p3B1ntGSyiEnQ8LAHDJbvrFLYrdHR3UX15jK2EGKNxRGrDrbsIdc9PtWxhRcnLlM+nEW4t4P471xDrrgYz4ySlDTWTs8gVh2KT3Wz3CsRaUawegxE28erWJgtGo17W3lkXEIdy/FX8SJ2XCJzroS5NUbLyXUisybm2zruQAyvXUVcs9ESOlQ90m+UkFwBcX8MEgoLVhltxUZGoJyvUwxspKiE0wGV73MZ2+hm9vPLCD5IGyAqAt1HsoyX5glcCdYl1LSEm7ZhtEQ034mtQ2AKlG9HeDP+Hfb0dvP9sR/gavkcew+Mglrj2Lad9CR7eePmDEuFO2juCMfjH+ALr98BPHLZRV64eZaPHz7GO+tFosogHdpv8NkzrzG9oaCo25ksXcDCIalpvH/0MZq+xu/dvsNPbjlMfzyD64zRm/k57vUtRDFkLNGFnngU8MmUbpJVM0iCgBvevf2aUVqQApf7xApabBuCfwdBMBAkBcTYu1e2m/6b2Vzx/SMkCCKBmKNgX8AJLTbs24juOLOVb3Guep4BRaIlOMnu1g+jqv2IUjuSMgJY5K0ifzx/B0NSCEKRFXuEa9Uo16utPNHVSdP6M6KyydViJwXT4bFeka9PrlK1HG5t5NHkdXLRGr6XZi5f4+wdjWotiu3IRCSdhK6zui4SBjA4No/pV6jVFXI9DeL1UerxceRcAasaUJ9OEemxSO8toGg+gh5AUcF8M0VYk+hoSeEtBYSjTWQpJEwGBEd8hMEAVkS8OIgm+GMCkYqCJ3sgCFh7FLwWiTAlEsZlJrob+JqAZAVENR1buTugNf1SmdZEnFpOYO2pNF6XgfxoN005IHmjRmVMIzleRx2v0DyQIlL1cQ2R9OkC5sl5yrqPGZew2w20CxtIDZ9I1UdsM9hIQExRiaejBOfXEE0fc2cC0fNIXK2gTdcwSi4zIxJrVh3H8lCaAanTBaSSi14LiLTGEYZjWMMRpLKLPmtidMXwuzTcboXEFQtaZZxuiJ23EUKB3u8bofg+laASEG54CJqEss/gR+95jJuvzWKbLrqik04maFQdavPe3T+VK9H1eIiZqyJvqdItd+ONTqG1VmltDtM/lCKXSPPSG7cZVvfyrVNTlNWbtHabpMQ2vnTnV1AjKzx4OGB+sZUvnb3B9j6Ro/susFarc3MpyTNbP8bMRgu/9fYZZsplOuNtqEqExXqVDatBUtOoBzYH27YSk6ps0T5LRO2hXvtVfPcKX1hS6Yu28njXHgRBRBBkOvV2Dmf3caN2AUWU2JXaj+RvsGFdpkEH7cI0eDdw/AUi6V9HkjLvau1u+n9lc6tz098kyT3Y3gxikKdfzJOVDfKuxbzdQJRHuGRGOFtdZGtiL6Ig4nkbOKXPoDpfYVukhituJRpOcKqUpeAaiKLGc0PP8eqKyrK9i6GEzqUNk7X6t3l7vsGuXI4PbTOouRGe2zmG7cUZX10iXw0RRXDdAM8TiOsaBwZ6GMgMMDsbobLcgeK28s+f+Ayh2OQv/yKPaYLgaITlNK2xNHrOpHmxjcB2Uas6+rYaghqg11KQdZGEEKnNQxqwEc6phDMK4qMByqJIYEOoh7iGj/O0gDoBxhkPwQghLZC7I2H2CwiLFpFFm2EjiXymhrHmoOoKW5ox6u/PUcRBzDso6w6BHGJMmZBUaTtVRuxP0Le1g88cvI/3jmxl5S9vsFKvMPvjPUQWbHqWQ5obDcSGj9V0qDdNtHmTox86gnMsR35ijeDhdty0iGi5xBYsugfaiOZirAzLDBVUnEMJ2owIkUUb2787INaxPGrdEsqyjV70cWMC4lAE/fsHSO/IEL/m4U7XiTkqZpeAYkv8wDMP0b+rjTv1JbIFg5/7Hz/Kg8mdrE0WYJfP/MUSPiGu7UMo0tmR4Wd/4Rl6tyW403OWwJToiqfZaOYRs2WiHSaaGKVwIUeQneXkqTxRXeW+bdu5d/sI1Hr4ra+9Q6Ztg5qb59bKMs+/7XFibAvff3wYOXKeG7NbOT1VRlXP8q9P3SFft/nVJx5nf3cXL0zfoTeVJBeNgRRybn2R9/ZvZWcqwHdPoshdKMoWosaTtEWGGE208+LqO2S1BFGxSWi9jiq6WGGEqKwzEN1CKEZ5s/way77MUOr7qFuvYgUbaOphFGXw3S7dTX93m8G36W8SBJnAX6Pa/AJNv0E88YvokSdYMMeZalxh0SoSV1rZlTrEVxaf543CBfZoVyCsYinv4fX1y7xSjNMXsZDlLRStJguNCp8cPUSHXkLx/4gbpU6mKzmyWpGu2ClajNPcyg+Qi27jmzduUWrkiaoipi2TTTSJKTZd6Q5WCnWuzi8jilU++dg2DMPiG2cvceumyMJ0SGkuSW0pRqS1jJrdIJFymT0ZR4m6yL5OUNCoT2koYyV8XJqvG3groOyyCa5ocF0hvRTHWQzRBQlhAbwTPuKQiNAQCVMh6aYOl0ykmzbhqITshzg7VYo5h+hKgNOuoB9r4aGnDtLT10K+kqfl1xYxJk0EL6BxXxKzT0B8pwgTVWquxU/92Af56vxVzi/MEjVlCnsjJDrTBJMlIoaGkNNY/dFujJsNgoEI+3/8OJdevYpwchVzOEK4M4GbFvEHozQHdcSrJYSZKnt6elmM1wnGogT3p9F3t+C9tk7j3hjukxn0WRe55lN/KIpypoH01Q2UUKB2uYTghjz5qfuYGp/DzwZcOzlDp5ii9HKFHXsGuJab4vXnr3H28jj5bRu4EwJhTULWFLK5OE9/fC/3H93ByEg7ZUp0Noe58HKe1v11Hhk5Sleklyf73suBbYOEmXlKFZ+33rYY68/xxIH93JjL853zk5QqsLqhUSn04LgGR8eGeHzXbhJKF8PtE7Slz5OOzhFVUxzuuYdHRof5jTPf4FDHND9/70d538huDrR1c7i9h85oAklqhaBJs/pzuPZ1EomfpDfWTt4u843l07RpSTrdf0NgfhXRn+dC02fdybMreRhZbqUj+hDdseMkIsdR1HtR5B0YxnsRBPFvL65N/1BsBt+m/5QiD1BvniQMyujGI6yaN3D9Mrtj3TwQmWRH9hOowToJ90uYwiBbW38URX+AWPQpZLmLPl2iK9JNn/Q5LpUNblUt7kt8AU0UmKpLjGV2EZXLjCRukdGKvLm4h9Fsjqe2HEBVztGfO0nVTJGKCnz8xGUGuyY5MnQIMWhldmOD3XuucXvOZcm8SNUymZuWCATQVQdF89jywAztvR5uELJ+M4Vay5BwW3l8+z2sNOdIPDKH1NkklAL8FY0oCtZZDXywij44IbIsMLq/C2lWwFhU2Ht0mMLLJdxZB8EJEHUB9SULZdbDOyAj1QMi0wFmLqDW6bCk1Ah9gXm7SLwh49yfZNe2PurnNvCaLkK3QSwZQb3eILUtyxcuvYFxqkTCktDrHifu28kVfx1hqoGhaHh5E/22SetAjn/ys8+xa6iXyQszRHSZHVv76EplOJbqZvnkNPldEvKKTfGVefzAw0uLbNAkzNu0TAYEBRf6DD75w09xoW0Fu1/AOG0jbgSIix6tHWn2fWwnTk/A/OurZO5L05nM0pCbzL+6znx5jfUrdXbe28eA3sPU4hJ+WSSsS6gxgSDuMZm4yKXyRd78ygY/8fhz5IxWRFfl48eeZvyMy1svVBnobuXUpdscGTjA7KRApW7x3vu203Adnj97jYViBUkK6erc4MTBOR46cIU9fUmmK5+jI3ocUfBoT6TpT3yaS6s69/ZGsN1rXFp5m/2503QldiKLBlfyJS7nl9mZbUcUBDz3Cq79CqLUjqLsQRB0sorLPdpf0q/ZiMEGAhqiP0Wf5jPW+rNE5AQAsncbzfx9RGU7sroFVdu1GXr//dkMvk3/KUFQiUceQxVc7lS+zO3ai5TcGfr0HdjuOJeKL5N1v0RMEmiNv4dkZA+i1MHr69f57MxJfDHHoy0Bln0aQWrhM9s+wXTNIa402Zlc5GphCYlpTq3s5fxKF3Nlg5lSnr6kyVyxzvmFNrpTCXqzMzwwOkpEr/PC+SQ3V6Z4/Ogl7kwNYNfamZ0XWV+L43khsaTJe54UqG7Eyc9H6N1WQolvUJ7P4tQUKmaDH/3JA0QGG6wE04RygJpzETSJIGISlEWCsgKCQHtXkvKGRXG9zq4Helh9cI4VdRnnvIBQFxA0kYET7TSmTCREvIEAMeIjLLm03tYw9wq0XAupfXaeyLeqWFWL6l6B9V6HWC6G9ufrKKsu9TGR6GLArYVlzOkKkarAnqPbsHyP8o01zJtFpHUHwQtRSz5Br8YP/+KH0dp1nn/jDOMv3qL4bIqlhVVarjUpH1B5jzHK+O05tDerhJJA84ezjORyNP06nSsSuqrRGJXY9vgQ97QNcPXkTTzFo/tAF6NjXTSaFl6XSPVDLpNX5gnfCukeTdN+OMH0K+soGQnho3UC1ac6uMiqtoh/wUBqasT6YeQTCs5kFKelBOkG82dh52g/w8M5WoZNLpzb4K9eu0Wh2iAvXcDsfI2Z0g1mJnUO70nz1H07+M2/PMvJaxP09S2wb2AHV6dDEvEyEaPCQiGPJBd44/YoA+njjGTvp2wJLFf/d7LaH6JLp3h4+JfozzyM77xMtfln/NIleHnxBsdyFVoiIyjqTmRlB4q8Dbf2y/jWt6mGnYjeBTTRQ8BCMJ5FEBQU42Mo6gCubyIJMo71Oni3EPXjCOLmQ9T/ndoMvk3/zwTBwDS/SeC+iRmm0ORhtmZ/DMu5TU64RdmXeKWxh2+s3yFvjrNN+CKGlGShMU3BbrBgD3CykOL9bYs0/AT/52SALKUYiRb5/J0UC+YoEXWAXmORnvgSx3sWaTghDbdGe1zA9xP0tVziD97swbd2cHM+wkatTMMK6O+oMdq2g4GhKeaXQmxX5diDtxlLnODq7RrplibdXTITlzRq+TitW1aJZRwWVldxaVK50MLS8xm2qrvxOueREjZh2cCt3p3T88FP7+P6O4vIkoCw26TWXkUpazgXJdjnIqki4TQ0qzZBNERNC8jtIcpbPscGdtCWjFP4xgrWqolfcukabcW5VCNcsJHviRAaEkJapuV4B8/sPsLlP7oIYkj8M/2svrFI4608zakyKCDd34J0x8IcVmh8LIP6WpXP/8lfcWNrBXnCRpu0kZoe6/eAlBDo7s/hfGGJCibNT6YQx2TCmkvrhIK7VeaDj53g4x99nDsbs3x16nXUEZ14zMD8fIGNnXWkpxWkPRKpaISNb5YJ5qAxUmcjX6Z53uPEB7azMbaE0QeBZCNkbQ4eH2ZfbB9Ls3WW3gqJGVFWLgsMKGN0DAm4uWn+9PMTXKmcQtMUzJLBlv0NtKGLpFodBnJxjmzvJcy+wltX19jRtZPx5Tlc0UFUlvneR2z2dA1z5lYnr9/spTP+FF++tMTJ6VlM9yy9qb+gOy4jiwLr1jG25T5IQu8BAi4WDRbNFj45MM7W6CkM/SFEMYok9yLKHRC6iKLO55Ysvrge5Vjn/0Ak+h5wx8F+haZf5Jsb3+F25XlEfx6p8Rs0A59o/FOIgvJul+mmv5/N4Nv0nyeK7VjWeaKywu7WXyKqDpD0XsMJJc54x3gstsT5uoMVuNwbdzG0XXTwbe5JzHEwtkgqshvBPcWfzpW4UlWpu0lc6QQ/suM+Xls0uVZYZ1smQs2pU7eH+eL1CHOVDGk1xyuTHhenB7GcBr63wPiSRtNSMS2d/T3HsXmdbHqaUqGXWhNyrVVyKZ1r4yF9wxbbU/dy8gUXsy6T6i/Rc2CRMLVMoyphKxsESpPx16A5Hadzu03lqoHe5dP2XJ58dobapIy1IVIZd9FLEo2vSsiaiHSPhfeiiu34ZD6q4nX6aHtCgj6IHoogXRERJwMq+yzCowpGRSP/Aw6RFh3etun2kviv1Xjuk4/xY+9/L2dXxynZNTq0DE9//AGuXL6No/v4nSKDu/t5dMte6oZFOKShLrgUX14mo0SQWiXCSZOcHyd9tIWS3KSmWzhaQHZNpbhWJTgugxEi3KmjnHPonIpw7eQttoz2sX5yA8d0cGo2e6QeNlZKuCUbyi4j7Z0c6R9jzVlF0xW2jw2y/PU6QiJAfDbPgdwODrZuwVkJONZyjI/uepruXTpv3HyHWsmht7ON4dEOWjoU3CPfZsmc4Mp3IgTVOOO3y9jaDP0Pvo5q1NmZOoog1IlqOt9+KQKRNxmfX2ZL+yFE4ghI3LPdwwouoCpTrFVbuL6sI0kiqiKxu7NBe3yWvswvMFV9hN++aNKfTNGbTKEqA1wuatwsrfM9Wx4lbhxAVYYJQw+7/MOE3h305P+ErD/CXLPCurXKobhPwtiOIKbAm4BggQ2niCoZdMUexHcvYqOQiD6FJEbf7RLd9Pez2ce36T9PVXegRZ6mUvsNliu/RWfyJ9CCGmnjIIciR6Fxmh/pGCMWfYSa8zZ/PvM11ty9HE01ORpp8EjLE3zs1Cymu4YXWojhIv3xQxjCJFV3GUF0cL0qdS9LSsvhhzaPDE4h+QJJbSt7B7tpi3bhO3MsbOjEtVmeOHCeN640OLy9jE8dNVri0x/o5vzNUW7f7MD3i0xf68CunQNV4+FDg3TsN1mtWViuRW9nnGJFpZlvIBkuYqKJrxZpPRSyrWMvtybnKa4W8MwQQQIx6ZF4do361Ta8mkRuoZUNrYkoCsgpEVYFvGs+ff0Z0u1Jgg+HmHYd4apL9KROZXsZ35WIxqIozwbsN4aJDexkz/5hfmviy6x11Oj9gUHkr1tMrN8hnYnT/ODdj3rvixnq+Rorn3KJOCrBv6ghHY/xv/zKT/Ezv/nbNFuhqts8dnCEja+/jSsIyHqDW/cVGPH7WFdsDndu55R1kV6the2tfZwr3uIPX/0axa9XObx/N7WBKpeHL+P0gXBBIvA9pu8ZJyhW6TwSQTgSEl8IuO/7e9m7bxuT7m2W5+a58VqCzPYITz34EBFFRxQg3hZg7JulpzlEe6/IZetrZNGIJRUe+KE73Dqbob9ng2xnk7QcRxAUgiBPmz7CgPE+lpb+jFx3iBZdIdX6l/zTD/w6Iiqh4NJ054hIv0b7EZmGuZ+BjElnsptEJEsYeoShyWr1qyAI9Cb/YyP5+wd38ETvFn7/9ilmq9f5lQMtyNQJ3FsIwn/83Yd7H+NY5CIJ+7OEzRIb4jEW/QfYEu1lxP03xJWQpDGCEHuBIGwiiYl3oSI3/X9tc8W3CQBD3YUfwlrjL2g6F4gk/xVnqze5WH6NNnEVTYqSUWRc5yyvVxTekylzIBlHSf0qohhht/4au43XWXHi/K+7WjnQ+TTV+ufo1tdQWGVvdp2fued/o2gbdMTjbGkd5fEtXQxl9/LW3DhbWi5wbjHgmd19XF4sMdyeZzR3gIQ4wJdeHmRxzUDwOigU4+zs72XXcCfPPm6gtL2EJETxYpe5+HoLP/XETzCS3M/0uQRTFxTajQ5S+6fpPD6Pv9aCM5Nj5kqV0rRH+UKU9KE6bk1BEEX6t2UICxHMgo85H5BuizK2r5PewSSFa3W6t2cZ2JXggbbDOEadRWWJ/vZu0uNplqfyiLddnHkLy3eY7Jgj1hGhe2sbb1++jnu9yQP7djF5e4XZjnXEVIDTZpJwNZ4dfIBHPnWUb62+jaEomEMWuZEsHz/8BDt3DXGu4w7BdrAzHtGtCo5Up7/Ryo69wwweaqM8X6DWLFN4c53Sq1Wyfppf+KUfpJSq4BFSIs/gA+1UpQbuHZexp9upnPPR0TmY3s+jW+9D2FD4zr+9QTm2wqP7jvOdt1+iqC2Qf8Ng4Q2fN5deZG5liWO7D+PURK7eniZm9vPo0YNs1FZxwg281QEizjC9XSn2DxxhrGsYRbLJ6X0ookhaG6A3cYidwwqifppSLeTM9R4OD+8hE4siChKalKUl8gB96aP0pIrka89hOScRhBBD3U7TepWm+Vkafi8PDdyLGMzjOu8gyf2oksJkeRzfOc/htISq34sg5VCiH0EQ4wAsmkv83vwrJIQV2qU1Xiu8wZXqOXxBpmCdJhPepmK9gWE8giJl3+Wq3PRfaXOrc9N/mSBIRJSdNBp/iBGuUxKGGa98i5w+xkDqk2TjzyLpx9CMx9nb8l66VAtR7kVUtxO443xj7gUm7XZOdH8KV9rLZyfO8PW5kLlmnA/3XmEgpvA7N5p8ZNtxRjMt/Pa5UxC8w1Njh8jFNnhjZpJSQ+PivI2q+Lxv9zB97a/zwpV1pjdSdKRMTMtgudAgX6lz/vYiqhilYdbIV4qk24rUSik+ePQ9FAsh8biONPAGxsgV1OwchettVK4NUCw06X1qEj0ZUJtJYi8mySQTdLW2UroBbmiSfbAOCrQcCdDeN0+5ZRn1QBOvr0DZztOt9HKpcoGqnSdai/LU3oe5dmaS4AmbxH0qqYU0lm/h9VtMhHeIqCJKVCJvFJj89QXkZYg6OrVUHWkiIKh5dO5tYSDaymxhhuq8SbDg0NOd443fv0hqxMCK1sici1JpLyPGPLJdcfywwo135lhdLeImHYQ9FnpC5Yc+9EFer7/OQK6NTz7wAS5oF5ioTZDRVYRkwFhsFBZ1oqtpZltPM6OdI5VSaYZlzHWJU1+eIX5snUhSpGOrQv6KTubEAoLhcGLsQbKJDLPnJZ54cB/bRvq4c0Hm9ecF9Ho/S7NR3EoLsyureLFX6M+MUDDP0B7ZTXtkJ3Mbd1g0/z2O69ARfZJabZCDQ30UmyYpw8B0rwOgSGlqzdeoWX+FJGgEwSqvL/dxalHgQqGbJTPDI53TWPV/hudeQ9WOIYpJdmZG2JLq5NVihI5oG4a2k5IbYkgaVmDz5sIvske7wzVvN7Y4xF59hTZ9iK3iFZyggBuqBKJCOvZhJDHyLlflpv9Km8G36W8niioRZSuSvIVy/U9ICxsMGFtpc34b0Z9CNN4HeKiiiyvv5aVCGVkQSckOmneBWOxZHu05yldmXuFW6RxHktc4lnmHVe9BXlpskpCmOJ9v4YmeMkOZCIMpl89dkXl7UeD6UoyAOIFfpthMcPK2wUYFMtEm9UYPfW0uP/3eh1nMO2RTAsPDLzC91MAJqmRaNggtjfv37WBqwuBf/96LnDwzwepMlOFtVUKtSstAnmT/KtF0QPdgjPKNHPlpBdcN2LWrn/69CuOTU2TuqVB4LUN9WkGtJxH3zEMQcMh4kMX8DD4OzTMRerV+ak4d6CGFAAAgAElEQVSVrfpW5s+U6eroYLirnYyaYO3rTRRb5qEP76E31kE8GuP48H5mrCn6D3SS3GvgOHWqX7RIeFGEDzlcql3jVm2cQDbZZvWTHksiCAFvhG8RnBEQ+l0WT68id7g4L4d4dYe1zCJKI0R9w+AjTz3OcmmFRFLnxX97ifmJVXqPtLCrZTvDxiCVxRq5/iQf7/8I9wzu58xLk7QPxbCPXMUTG0iiTOdgkhYjiRPYNBYldvIwM6dkNNVAs1sR13uZnS3xR392mpnFdbQd38TUJpDrW5CkgJ/6oUe5cnuZfKXOjpEOWtqqNHgLNygSkTIs1r7M1bnrLBXLfPE7x4mr/xd79xld13Xfef97+r3n9g5cXPRe2Cl2UqRIdclqbrIT+5nYcRI7iZ1kjZPYTyY9cYqfxJPEiePuSFZsS7YsmVQhKapRFDtBEmABQPSOC9xeT5kX8nKi8WSeZOI2CT5r4Q3OXXiB89/rt/a+e/93gt966xbOTqzwV0dO0BSRyJR+lkLlHEHXg5Sqg1SMG8T8HyPgfjvfGV7hSjLFg51bafIH6fLlsK0ldPcHkJU1CIKAIAhcTGd5bOwUJavIl24c4uWlC7S440Qcfqrlk8TVMicLArPlJEHXfnoCD5PJ/CFeoUTU/2sE3e9BXT2o/h/BavCt+tdRlCZEKQTFTxMWszjtFa6WyxQslamyzauzf0Ep+zUemZvlSuYGmqjTHdhC1Hc3gujlU1ef5Z7aAE7jNU6nYyTczayr/QDPTuUYzXpYzI+yJfAYjb4ari8c5fTsEpPpIPP5PP9t78s8vOFVylWZi3NRfFqCmzsX2NW1l7duvp+PP/YyNxanqdqz9LWNY+NgZrKRufkw+3fPsr7pZh55cpb55QyuQJqW3hEi8RQdwe1kSsuoToO+jlZGXg4xMlChviZGbb3KPT+V4CufuoYUzlAYVylMOwiG3ETCAcrlLNV5EXfFTcqawZXyM3u2zMTJFL//vl/honKYlDhPaV7kwqtDuJb8hFt0zDmZLV19PDdxEEdOZX/HzeTNHPf33I7iMpgOT9DR1sRP3fYg3W0tNDoSjOfGMMUKoQYPpitLbTBKOWMiD+o0b/Gh9FUJRhyoJ0L4LQ9KT4FArYfIXgdrQ70MvDJM8myJ4pTN1gMdrF/XyFxpkqA3wGXtBXwOha2JnXhcHlq747RuCXD6pSFyV1z0RXuIyjGGpaPUrTdQ/SUiuQ0szZdxxcvkhTka4wnGFoapOieIhQIkNo1QsZdY27gRofFrrFQv4A+lSNmvML8s8a7tH+GZ40vEwzZrou+mUL3BXGqWV89upTk+Rmf9OZA/T0PgnThkJ5ubaihVX8Sp1FMoHsTtPEDQ/W6c6jpkKcDmeB0HmluxqseIKieJBh7God+PJDe+6W68GqefPn8CVRAZzk/T5omzJdSNS3YSde/Dqd9Fwcgj2lOM5I8TVQMsll+jJMZJhD+JJNf8GEfgqh+g1eBb9a8niS5MApTMBVaMSQbLLipWnipBrheXSBlQIMb+2D4CSoDD86/R6WkiWc7zysI1Nkd66ZGfIqhk2N/6MYLSAJ3qV7ica+d6xoNqjXFteQaVDNdSIfyOGDKTdEaceFR4/nqU+VyQqlnm+DWN4fmLWOJfky9VuTHnolC20K0tjM872L9tls7o7Zw+18qmlh2ksnmShWmauyZY1xtFlT2cP9zF8nIKt24QyT3Eiy+NUKnARz74AOF9r1BW55i66KRsZBElm1LKRSzup+Seof6eIaI1DmYroySPReiobycza1F3Rw6ttsRY/iq608H+NbdjukpMTc+R7xxHmPZSWDAZu7SAt+rD211mk/MmPvvX3+Ss+SJyRcTbJbI2tB5rTOXkE4MsayM0iQkWRpJkvLPcHNlLX0Mj1XUzmFoVl1MCoczP3v0etN4y09VB9oR38u7G9+IQFK6VT7Nn0xbuu/U27rhtN98Z/QaL1jQ1jhpmCjcYXj6PSYWXFx5lUjxDc6CLI08MkOrXSWaWySwaTFysIJU9kNOIbZxh6z4foxfcOGUf977Dj9T6NLXNIrPXW9mzbi39gws8c9Cmu81DRRoE7Tre0AyaHaE1tp2TVy5SHx8i7ruJqL6Vy+Mn2NI9wK6eJaK+AoY1T2PgHrrj3VyaXaY99i48ajP50hGc6iYcavf3Qk0WRRRR4ldePsSXR8rU6AE6ArXfX7+CSMC+QL08wI7at7Eruh5ddnz3qY1QPU+LJhGW0hjVazSqVaK+jxL2PIwirZ7Z+w9kNfhW/esJgoRDXUu6dJh0ZZiQWCRrB+hx99ArD3K6VIciOTlQcztT+SvMZM+hKXHWuFX2BopoWjtX8vD4jE2du4U6V5yFwgKDuUam8mkerj+FT0nzpdH3slxuYEOtwrs7v01IL5MqLNETGaPGt8jgfIh97QPs67pEvqKwkq8nHgzSFJvlbTv241BrOD3oQVV0MrkyDXWLJFq/wYa1JqoQ59UXWjl70k3I68NhN3L/tgd45LEBYi2L7NgeoyJOc/FYiFv67mI6fxXTNcv0hRiiJLJ5UwuFUhHf+hl0j00wuYlIYR1CeBopvIy3pchMZRiHoDD1hI/SmJMPfvBtqA6BSKfMrrs62b53LfmOS1Q6xjlzoZ/Lp0dZDl7BLAhEYjI90Q4mn4VnHjuJUJMnUzfJ5KES6ZMi4U1l0gd96HUCGXmJLm8n55dfJGMs4na4UBWDgpGkahUIqj7OnR7k6tQQfU19BDsMnh38OoOf01jf0stF4WkKExJTA3nK8iyzi7OUtSXmZico5ES2709Q1WdJjiokdk3TVO9GCA6xXJhhMXuDLevWUy3qHD73TTzxKXQxSmq0m01rWjApYBXi3LP1IRoDW6lz7UcWs9TElmmL3MnWzq00hfbgVbsQUCnbc0Q8Jj5nGwnf+1EknaDrTk6Nz/OXL52gKRimJdKBR78XVWn4X9SmgK4EuJ7JMVcu0ugOEHV+/40JF2Y+wUr+Fb48m6bJ1cRjE19gMHOJtW4dc+VXMCvHsKkSleYpGwN4XA+ga2t+FMNr1Y/OavCt+rcRBAHdsZ1SZQhNLBAU5khZGs2ePSQ8dyOXn8Ev5lmjjTGR6+fYcpIexwSl/KP88dAE35guMVaUMGyVWxO7COkt5ErnOTpvUhF28/xUC9fSJm3+IKVKnm2xUUQk3EqG4eVmvnOti3RZp1j1M5d2c37iDmzLxYObr3Hvpl0832/w8sAsfQ1RtnWpBMJf5fLEefIlJ7vafo7+AZXj/TOk8yUiDaeR1Blq62aobZ0n1nkSd3SMrHQWwyrg8lgUrEkyKxYrE37cHhebt7TSUBenOlqPkolz75aHeOnoNeTOEZp63MxOJckMOTBdUzhVhRpnO9WGAVKuUQZmTzCpvkZWWGJZGMeyi6DlseKz+BIuJLWI6V0mZc5RuuJnaazMPe/eRip2Hl9niR2btrCYXOTs32WYnp+gdmsBv+JjvjQEVFDTPs7fOEePfyM94fU8NfOXLDuGWTP9LkoLCpfmTuGoz1HjbEBuGyGix2gPbCA9rCIYMuUpLzf37mYkdwq/FKd9jU5FH8Nt1ZEcB7X+Ek5XHrUSxBcscPaYj7z+HE29M9zoT9D/WpyP/fw7aKlroiexma3r65gqfBpVcqFSw+xilu7oO7DtFWymcGtd/PUzJzh4fozXhxwMz3m4b9PP4NLW4HPuRRQ0Ls/NIwD3dHsp5D6OJIaR5fo31aRt2wynk/QEa9gdj5PLPsZi2aIn2IUkvrmd2PG0yEApgV+Ls9bXwXPzT5IzMuwJbYbKMYpCK1crWXyShaq043G/A3H1yqH/aFaDb9W/nSS6CbofQJdbKRafQ2URl/M+rhamiFjPUKhOE1MsgmKaiGsdJWkNhxYLjBUMehxT5K0wupjFbb7Oxfmv0Si/wpHFGEXbjUeLMZZLEXd52F4bJaZe5ZvDUZIlkaCrjVfG68mUBQSClCoN5EpVRpbKhFwZ3MpXGZkf5vxYhFhonsaaL7KYTXLhWh0XrgU4fPoGTs8l7t2xlumFKnV1iwSi0ziCJ6gPtODXG/GrnRTtS4RiFZwujUTcz02dtzFy1UBxFXGve5zx5YtY4XPMnWmktSPI1u0dFEZjdPp3sDF2C9kpjYI2juopYhe8FGr6UZMJrg7ewFmTp97VQzC9hkQgQcqeQVNU6vU4sqAiTEdZ69lHsNzIlYvjzI8WqN2VpcQKCyedNLT6KU87yRZz1HRrNIabWSiPImLiXA5hTjrY23EHzeEWLiw/y8rZIHOndURRYPi1CjvXbOfkwrdI2eO0xtrYGD3A7s07WN+8jY1tW4mHazj6eQE53cz23SEWzKPkyoskh9pZnhOoa4JQOMm102EuvB4hUp9h/PJa1nbU4XAt0tfpx+dsBsCwckznvoUi+nnx/BhfeuYGdeEQ6epHSRYeIag/yLWZAg55hf1949QFz1EfbEf9Z8H2yNl+ZrNZ7uiMcXbmNdyONuYKXjyq9r1Qm8ql+fip58hVy+yrUYjaj/LK4iRHl2Ruqe3CtouAgCCI9Pja2RLexMZgD7rspM+7lhrNg09tBDuLot+F33UfAddDeNzvRhL9P4YRtuqHbDX4Vv2fk5Vm0uULlI0pLCtFWI3zas6i3enHZZ4mI7YRUZx8fmYag1r6HOd4V+QKUyWJoDjJAd9hnk92cDzVSokIP9O1h4HlRabyGSK6Tt5UEdTbeOK6xbVUHRvCl0j4A1xPuahaefa2jGGYHopGhT1tJVxanqBrmnhwjqrpYmt7LUfP72BqMURLTYW9m59FlqvcvrWXfVva0IWdvHRCoqvrIpI8iywqaKKbklGmVt9Lg2cHAlkS+m3MJ/PsfOAaBfUy2ZSC3+vjoTse5Erx8+Scr9J/3CCzqLJv/xqee/oqxRtxtrYdoLtxHdmFMlbFwNs4T9xXizgV59SLg1TrT6CWVe6IfZCkdZU6ey2X/kGiVm3jznduoLrpeeq2VkBewq5UWBxP4mgbx9O7SP0Wk4d6P0h3cCs9vu1UrAUMzxh6U5qZ6TmunUnjaUzRpm+kpSVOz80Ojh+/yHz2Oov9YYyJOLUbR7iWeYq8MYdLc5MWLnFx5StEfXU01baS9X6DbHWC6UsJZoZi3L3jfvZs6mW+cATFUeTSmTrqGzKYmW3cs/tmNqw3kcUii4Vn8GmbyJcHMM0x6r3vJ+Cux7ZtjvRnmE9X6WqYI+Z9D5tb22iNHcGtvkRn3YdwO7bzRki98f3dpkScva0tzBUE/uykyULJzyNX+gk5nLQG3jhP55BlRAR21DYSdNbx2GSRp+cVDtREWONPQPq/gjmDoG7+vhqeKZzlzPKTCNUzBKxXkEQ/Hv1OJMmPIKz28fgPajX4Vv37eJwHMK0queplMqWT9Hm3E9dclCvnOJktU6N5aQk+zF2167ieHmOxqjBYUPBoPnS5BZ/ndrrUF+gMduBytiKKAg3Kq3yg+RTHZqOcnl+mwetib3yBbw55GEiKvKOrH4+S4y2dp3howy7CPpuDAxo9dR8g7i/gcYp01w0R87bwtddqSeVzuPQxNndcB8FJrvwcQzOnqQjPsXt9jProWnSplkLlLNWywj8+FmN+VqGu6TLpynWKWR+Hjl6gtusC5OoZOeunfc08iwtpRkYWccSu09bro+I5g2rVcW3hOQriCC98vciKdhQaXiAlXkTwJnGrXpblk7g6xjAFk/SETNF1FlnKE/D4qTYeJ9KdRlfdVKUyglxkqXIVU0rjb1lB1WRaoutpja6l1b8JEQXDziJikyxdYXF2iWRmmnPPVNBxEOwdY9l7GJfbjdhwlpq+JA/u/iB7d24HASzLQKyGGF0+Rp4hfMI6Th9fwtv1OLnyNK98fRN9jXtZTmpcvDZLV0uCSMhJ3LURT+Igum7zq+/8OIlYjKBjPenyabKVQcL6PsZWfoeV4vPIokoitJ81LW0sZYv0NdTQErJxO7Yjim4UKY6qdOLSdlEoneKTL73E9aUKGxNxNFlGVxU8qkZI14n7PPg1Bw1+H9dSi9S5fWiSTG8wRtChIwgCIWc9fa4Z7vU/j6Cu53J6iutlLw3uDW/a5Vko3+Dg1K+jCcvI9hRBJY7P//8iCOqPcUSt+hFYDb5V/z6ioODUepHlTsYLhylb0ziN65zIe7lQDtAa+gCyqHNk7qvs1i+RE9eDNceu8Bq2NnycBl1FKB/iWl7n0MRljkxP0+JaYbN/goq0GVMM8kdbZD57eYxUxYEmiTzcdoq9DZMEPG+hLvIenrlWYl/To2jSIH/76k6+3R9geEHCo+TxuzIsFUrkSyLzyTD9w52ksm46EjY14UEk0cfr5zfjDz2OZc8iCjlKFYvaulEU5zimmaQgHERQRCqZGO/Y83Ea1wzh8SjgHMHpnwKhgqO4jYOPlylmZboPHCXaPoEq1BNoG8OrR7HTURz+RYycCkIVp1YhrDZSyYOkFzGkDAl9M5YzxXLlIrOF19hX+zHcioeYo4ds5QYCBeLODm6v+zhOSWCheIGTi3/JcOZZmj27yFcmmBnJQtFNrLGK0y1gKVMUCwbp8zvw6n7a6ztZ33gbPr+Hz33qGpMDKiul8ywMh+nrrCOuHCDn+jySZxzLsJm+3sSGzi3cc+tmxqaS2O6jODynkeQlLl9qZGb0JnZv9pMpHUWTW/A7NhPRDyBLLpxyA2Vjgoj7rQgYKJKfja11RLw3KFaOo2u7kKQAkuhFVZqwrBUy6d+kTj+GLKq0RHf9U53Zc3jVKn967gJBp5MXZ0f44tUz+FQHa8Nv3sEZ0FzoQoUbuXl8rv08vZRiIJdneyCGJJgIghOAgpFkKPNtnIJOi+8+EoFfRl69Sf0/g9XgW/XvJwoOHEoDqp1Ep8hiNcn1qoJXqaXWWc+RhcOMFea5VomjaG38P60f4svTo1zLTrMztp2w70Fiis1O19dpcSVp1ZM0O5fIVDOUhTZs28M/XM9iCTZfuK0J0byMaaskq2ugcoJPvpqk1jXLSqEMQgfF8jxTKwHKVogHNhRxqiFcejs7O+Hm3oN0JYYIeZsZmoSKuYQgnsQw+nDrY0hChbZ6m7pwlJOn9pApTBIM5dAUiCfOYZKjL/wb1HvuIKR3sZC+gCKn0B1VJi93Eon4cNYdRZINNq3v4OAjbi6/qtO2aQBZKrB0uZvy+CY8kRSlFLz0aA1mxmbf1q1Y1jJRrZ2yNUfJXADTYCz/PGGtmbjeS5N7H92B+yiZS5xZ/CsOP7HC2HCWaEuGdu89TOQOoofmaG/qoKZJpFxOMXTGRk6u5eVnM0xc8rB3/d1EYz6qVRNLmaaxs4Krrh9fKEfaeI6xxVdoid5LJZugIVrPvXvvYW3HZkIBL63NUQ6/dgF/YIZIIMyB9Q9z5477uLH8AZL5byBLYUShjChoSKIHTY4TcT9EqXSc5cxf4tDWIUthVLkVj/NOZDn6pjoSBCeyHMMljdMU6kDR/mlpspz+OLLxIg7nPWypqWdDNI5lW9xe30HI4UQQRGzbBvMGCC5+98ozfGchw63eS2zyRVgT2IG78EdQHQR1N5XCUwgC6ForHf630+K7F2l1E8t/FqvBt+oHx+PYiUe/h7H0IxStDOscebTKEa6XoUHJc8BnUuO9i5RhM5o5wXr1JS5kK7R6evHzGjcyizQ6l0i4nBxOJjBEH+9vSVKjvMaZVA81Lo1r2RBN0bexkhsnIr/MsSmVztA4uZLMkbF2EqEImxuWaQgUUMQs06kIi/kYk0mVRGCYqOcKp0YamVh0kwgnyeRlEuEim5r/hKp5Bll0IyIScO6kPvQOsoVRaoLzaM4kggiaEGU6/d8pVaeomrO0hO7Cr3ewsGjQ2d7KoYOLLC+VaWtPUu+7m4i3CzF8mFjDAlbFxbaOn2bfpgd49G+yTAyV8MaS9O4dwe1WQbCZzx/GsBYQBYGwoxddcjOTf4Zk+SxdgXfhU5vQRC8uOcbLz01hl1XW1j7IyRcrZKsXMMoS6xvuQbLTzMysEGsbJtwyQKLF5N4D76Svp43x1ON858yHOXt+lpt2QWH6brL5G7j986hajvmZAkee3sLede+kyJeYTX+ZxezXEZVL9DRvJpOfQDI3sFz8Ml86OEtrooAi20TcD7GY+f+oGjM41R7E77b2EgQVGxvdsRNR0L7bSeWNK32M6hCl4jeR5E5EUcMkwWcuRigLa2gN/rOemKIPSW6gQ/kqEadAnX87+xJtXJz97zw6/Czt/k14hDHszO+BOcfAynm6HPPs0E+gWoPo1nVsFBCDlMrPU85/gfniK+iSTJ3vp38cw2XVj89q8K36wRIECYccRrUzIAQx7SxdgffT61jBb73O69ks2DYb5KfwCnP83bTBq8kRoq49PL3o5eCChi2v44X5Ki8ka9kU6aMtuJGHWrys8bzO312Bel8dtzT2cTlpc2iikW21En3RCrvrzvHElUYyRju/vP0ybaFhzk05KBoKv37PAzxxOotpenn+YgMXJup46+YeOhOdeJw2qlTBq3UgWDkMcwCsHPFID33ND5FMG0zMuOi/UAtCFpfnOhVrCcNKs1I8yPTsOEcO7mZ4SOWBOzYTaX4Svz9Nk/dhelp24PVICGo/fo+FoI5Q49tOY7NE91o37Z01rG14gO7wewg5ekiXB8A2aXLfymLxafKVK4Scuwg7NhJ370UUJKrmMj61hda1M2y6KcbwRZmBgRkS3Rfw+9NU7TkylWM4nHMUl5vxhfNsank77sAUDjnGoZefx5CGsQyLrhadpw5dYWbaw90334ItzKBpGSJBi4ujx2iobaBgPk/FHMM0V4h5+/jME1WGJzysb2/j4tAsjbGT9CY+iYgNVpJydYBq9TJu523AdxsfVM+CXcG2s2AbiN+93aBcep5K6SCKugUDPyWjymOXL+OUVTbH675XV6JcjyjFsSpnEZU2RKUd0zL50vVvcnfgdSTJR9C9FTBBbmG94xp+105CzgZEZTuWqGCas1iCRqrwPGUrg8P5NlyOLTjUjh/HUFn147MafKt+8HS1kxrPW1CUdkrlp8gVn+ZiLslw2c1wpcwed4YmeYkFcTfPr9ikSmmKpbM0aGluVILoYoZfbBhn3ghxeNHJltrb8HIB2ThJk2uO0fQiyaqXvxtQ2BSa5K6651gsWsS8G7mSqmVrYyd7O+8j7L+THa0N7GpJEtT9qNIkPdEjODWb+YyDnW2vkynFUO1DGNXzlKqDLKaTyGIWUZgkXzxO0PN+HjlU5uJ1hdt3fgu/e4WAM44uNSHaKxjmNKPjKnUNF9m7XWfnxtvx+VSq5gLZ0inSxVFGZp+kXDFx6yUMK0uhOkBReZam2G56Ew+Tz+X52qEvYOifw6tprIt+gpncY1TMZRxSiBbv/VSMIZaLryCicGXxo+TL4yyUvknVWsYb76dn4yIOzyj5fIl8bgHdAZIsMDO8jm7/71MXDTOd/SoKtQz0t1PIVdi5Z4JqdZFg5CqtjTVsavkVIq47iHl3Y0hPoigV1jX8HkF9E9gGpnEZhCot8Qa29+5hXcs9tNf/OW4tR9D7y6Tyn6FQfAZd3YDbdR+q3ASAZaXI5z5DufQ0ldJTWNYSmmM/ALLSjqptZ74Y4b8eeRZdVfiFzVu5qa4O8Z9tRAEQBA3JsR9RaX/jF/nP0qBcJ64tE9cDCI5beTlVpEANdcH3EHFvQnTsBrWHUu6zGNYKOO9jpfgcWZw0hP4Ul2Pjj3JorPrJsBp8q354nHKEfPkyK+WrFABLMPGJftqkEyxVi0xUbBbtGt4aXuZO7yVUwWBn/E5qPdtx25eoGkMcTYYJq246/b1cWb7Iek8/B2dCpA2ZyymblVKZ7eEhDNPgfS9tZKmikKuW2dHQjc8ZpVp8HKP4FcrFJ4jpxzgysodz07X8zI7TXJ0L8pXjHqKeZbxOEO0UYwsJykYtftc8ouAkV3qKtsR1Oup/lsX0BRSlikubx7amsOwVBCzCoRw+XwbNMUUy90XCrnvxKLVcuTHNiZNButoMvEovAW+IoLaVUnUQWfBQrJ6hai6QLo4gur6F5ljCJk+t9+1cv3GWfGaJsLuDgtlPutJP0RhFFl1kSq9RMs4g2yYiRSLue/A5m1lKn8C2SthVlYivnqjwCY4eTdPeatOW2EOxfJpsYZhnj3ppS2zjtps+zKPfkjjysovGhkFcnqPIoh9ZkKiaR+hMvBefqwdNjlMqfQusZTyO3bjV7xAN1KKpG7CsDJjj2HYRXVuHKPrxut6J7tj2vToQRR1F2QZWGUnpxKG/FUl64/s9QZARRT9Vs8TVxcsY6NwUT6CIEgBl02BwZQ6/5kT+nw6j28Y0QUXE6fslBMcBSrbE1yYPka7m2Bjo+d7nLMsil/88VXMSRd1CwPcRot4PocjhH/4gWPWTaDX4Vv1w+fXbKZQnyFaHELCJSMt4BYvTpThnShFU0cVCFW4UDdKGyXxpEkHu5Eb2POv8TVSUPr42/jr11hc4taJyo3oLD9VnuVHUmckZ7Ile53K6m5NLmxlOK4SdOpPZDD2RCO3BAJX8U5ybmmKu2EmNO8/r4zqnp+u5vtBO/2wHflcjLud9PHPBR3edTVs0TW3wFmx24XO1YlTnUKQ0Ed84qjRMJifhd1eQhAqqVINHW4OITbXcy+RMHSHfKMXyVQrVk2hSlHAghcv3EpVyhbbIJ9DkMoXKBTRRp2JMUzFnaAq9F5fuR5IEFFFCElwMjb/A+GgN61t/EYdcJqrvp9b7FiRB5OyFeSR5BYdmI4oi81MRyuaTRL2byeeWiEUyqEKEY680sXvvaZoaqvicuyhWr6AqGjf13kvBKFM2P4NTiVMxZtm5+TS61oTHcTNOpQ9JjOCQa5CkAAKQyv09UEARPZRK55DEOtyu/WhKH5a1gGUlqZQO4fP8Ipr2T7OocuEpjl19nkfPvMhjlxV2tP8CAVcDtrWCWfgmghRDEN2ole/Q5t0PqfkAACAASURBVPhHvj0hE3YnWCrniTndnJgf50/7j9HoDtDgfnO/TEHpQnDsQpBqEUQXsiCxWBpiMP0yuiTiVXw4JBfJ7BcoVM7g1O/F63kfslSDKDpY9Z/WavCt+uELu28j4Xkb2eoEFStHxjapEEYXC8xWKqxXhwhIBerUIk3aHJeKcUxpAzuDGq8kswzlMkyVXLyWqUUU3VjVQb4wFuSWWomfbx1irtpAQd5I2CPyaxv8XFgqkcy8woHQp6mIW6iUz2MJEeqDW+nyH2Z3c5GbGorc0nOAroZObuscY2v8D/FrN1DEEq8OC4wuTBB2vkA0+FFmll7BqJ5kNhWiKerCpdUhImNbS5jWDC7HDrK5M2TyVRLhBF79ZixjCoc6h8c1S7GsMjXrQXP+LcXK66hyPcXKi2iCH0VyY9l5arw/RcT1dorlVzGNUVxeEZ9rL7VhnT/5+9coGcfx+p4iX3yJkVGVydG1bOy4HwebQfkUophCsnehqidQxDBLS1GOvSaxqfNddDXeiWnOoQgqLrWPUvV3OHVpEr/3OOs6m9m3+W1Iwgwh98O4nbtIrnyUfOHzVCpnuTSe4vXrbrZ2/iwu552Y1lYujZ/hRnIj3YktCIKC07EbRaqjUnoOy5jCqp5CUtcBDkq5TzGfHuTrV5qYyjjY09pB3OfFql7CzH8BpAZEpQUbEVGw8Lpv5rWFGb5x4xJbYvXYWDw5eZ6wQ+emSOP31dbZ5Ut8e/owuWqSZ+cPkq7OMl+eZr50lrIxTLN7M6Y1i4lG2PcbiKLzR17/q37irAbfqh8NRXJR77kTiSqF6hhx6TIJZZ6SDRsdC3Q6s/QXw3ilMpY5xxrtdW7kx7g1WoOkdTKSnSZrwHJV4NUVP03uEDfVbuFqIcHj4xLD6RQN6jm2+76NogS4p+4sMW0GRYogKfXUOMcRq68iShYBdwdRj8KRsVa+fv4qa4LfIeiYA8FkYOEOnhzYQrZgM76s0BjdzEpuiaMDfl4Y6GNvxxU0pQSoCOQRbAPbmqdiFLg0upltPf+No+eiqHIKVRnGtidxyDli/jZe7VcRMYl549jmNUQhjc95Oy5tE4up36NQfoVSZQDDnmVxto9c/jgeZ4LZBZH62rWEQ4PIokJD3SJtLRc4NzjL44dhbccQqgKzs+/j2kiRpppOGmta2bVxG+2NG6kYAvniP3DqyiEQmiiUhikb4zREF6kJ/BqGMUA+/2UsK49bv4di+WUMcwqX834OnYswOFmiMVLk80efojPewcnRrTSE19EU/aczb4LgBxyIgohtXEXR9iBKXmR1B2H/HdzTu4sH1qyjKxp5Y1enWIOorkdQejAsEVsM4jBPUMg/TrV6jU21t9Hur+Hw7BXOLI0T0JwciHcDcHTuNK8s9tPna2E0P8lQbpwGPUa6usL9NQeIqlEkIY1HHMMhOanxPITXecv3dpKu+k9vNfhW/Wj5HRupcd/FbP5pVgyJim3ikvJcLAW5Vmmkv+AiacEL6QAnskEGCm7OrgyRMgUCmsS9wWku51QQclxcXmGpsMj+6AgDOYm8ESTiaqYhcjubI5ApDmMbF6hUJ7iSilLnmiVXhj86ux+n8ybGFl9mXW2ILZGneHa4g6r0DhYrDzC8UGFrU5GLkyZdUZPnrnVydd6HKOvcvcZCtGeRpTi2NYKIxUQyjqreQk1gPbWhjXz5cD9OJUNT6DCGIZIreiiXFvnUE3dzeaSeWzY+CYKBhIzP/S50xw4KpVepVF7EpW0nGvgdRPnTBP03kKRBNvWatNXFMSqvAwWqFRPT0kildSyryva+ZhyyRFfTLxDyT1OqvMLs0jJtib18/tAgjz73WXrrT/CFZ3uYWkhQH3uIl/tTqEoey1hEE59GEBQ8rvsRxRAu56143D+DhElv7Un2rnuQkblhXhgYZ10iya3dI7TVvTlIvjMwxFdOT7Ctvgav/wOIcgwAQXSiKW5cmorP6finzinW/Bs/2b/gudFj/MOozS3hcVzCNRocWdZ7rnAmrfHE1Di/2HUzppTjwvIQNwpTzJdXmCwusD28hmY9yvZQFy2eTvrcAVaW30qNssTWur/Bo9QQdm5GFl0/hkpf9RPsXwy+1SZ1q35oFCnE+rrXKBnL9E/vQRAMGh0pBGGBSyWNFcMFooRoV5gpz+OSBdo8LSQ0nXouo2tuLFtgg3uKByJn8UhVzqRUOoJ7eEuzye/0D6JXx6mRXdg2JCv1/MHlXXyoU2NXuJ8e/1UK2QFuq7+GrK0giSpnZkNcWx5hIp0mHtrA7Z3L3Nt2kIncLZyfuYVyKYZgG5jmNJpgYZpTqEKMvFlPQLtC0DEITijlT/Bb7/4DRFshk/WynHaTymmsaRzl1x46Qa7cg1EWkZUaXA4fIiaZ1G8R8vw8K5lpBHuGzMrH8Dluo2pOUi6/RrX8MtlKP7ZdQRYUnFKW6cVudvRYbO0ewe/5fUxzDqdWQzz8y3z8czFi/iLdib+mLtBOKT6D25Hnv9xexus4Q0uiTL6yjZcujNJb8xhYFgoSpeynyGQvcmkqxU2NWWRJR7DzOMUT7OzeT7Pva/gclzCrPmw7j8Ab5/Sqhafoc30ZozaBZk6C1QZS6E3v3LJtjk6M0Oj10+73Y+e/AuUTYKfR5JupdwfA/WFc1SFcWggEjU1+lV9pmqE7rHBqKM313FWcssZv9f4MtY4wmqRSTP8JRvUq8+J2lsv9KCY4xFokQaXGtffHUN2r/m+2OuNb9UMlCAKKpBNyPUCpOodfXU+ymqJs52hQlunRM6RNkYSeQBTKOKQCBwLzjFdauJI38CsG7fo8bc4sj873smz14hKu0KV8i5wdpSb0s/g8D6JVHieqLXBT8DqvJ6Msci9eaRlRMDie3MWWmAOv4qA12kRAO4NMiuGkgS3YdAVu8O3ra0AS+IsHPbxz570owiiWcRVZ7qZSmURhHLdmImIiYmMYMyj2Oczyl3BITdRG9hHw3Y/EcWoDJerDZ9EkA4fchUNro5j/JoZxAcGu4NLfQ7V4ENsawbYKKKKLJ040kcrbNEeDRCNfQhJ1THOMsK+NcmUKQQgQDnwURa7BMkbRtEbaEvXc1N2HIpwjETzJumYb3bGJhvhPo/L3VMsvUygM0BG7TNRbRJUTiFIjirqZi/O7+dzLVba2CIR8e5HFIEbpaarCNr518QZjmbVsbP8NxO+29rKtDKXkL6Ayjig5iUfejajtRBBErNJRrPJxBGUNy6Uinzj1MiuFaXa4/hLUXSA1ARVaaj/ITTVrQFARlHoEx15E/W0oQpFankXR1uLSasgVDlHnrGNjsI+SuYIoSMiUmMy/yGzhKBXcNPreS8z3IcTVfpur/mWrS52rfrwUyUPYfTd+1wF0FpGNoyiihU9MEVazOO1p5kydiKIyUkiSE0KkjTyCUCFtKJSU2wnoXez1Pke3PkTGqOfp5S4upOZo99XhNC+xUMyTNRS+NtVBQJrknsR1Qo4S/zjkYoP/GAH5OpZ5g0Oz7yHmHKXRW0AQKoTdAbpCBbbEZwko51HEHKrrl5CVtSjO27k2c5J82cCp6MjKRr55McFw0k9X+BwCRUS7iuZ8AK/vrXzmyDK17qv4nFVEwUQSNGzjBtjziNiIhoSi9mCWv40kiICIIJgMLf4XllIeNjWNIWCCOYcoqASDf8aR/kmc8gR+dyvl0lNUik8hK+sJugu4dS+y6MOyJnE6b8WunkBW1uDQ34EoxvFIl0nma1D0nyMa/SVcnp9DVPdxed5mQ3MPteG7+fZAiWZ/BZd7N6pjE1eXwtSF1tDypt6YKrZxjVzZJqirOPRbEJUmAKzCP4JxCcFxGy5FpysYZnvMxXLueV6aTzEr3kdL9D1MFCw+OfgsCVeQsN6JIL6xe1OQYqDtR5CbCMhp+uQnadRdfGv+WQYzzwMCzf4HKZhpBLvKmugfE9JvXg29Vf9/Vpc6V/3kSAR+CbdzB4NLf0i6PIRHrNDlGsMhOSjbS2zzTnMskyKuuUhVNVq1LDs9F9jqLTKQKeEX0jhlk/xkHXkrxExxnu2eAmkxTcVy8Ht9o6jiAv0rClMFjYdarrFsb+Nq5hL9y2Hu6r2bDuE5HrtW5JHhRq6lXdzZvY8tiRaM9O9i5j6LYKZQfL9JJfkRNJLMV+6hy+eA6iuMZu6jWBrmrb1XEAQJMDEKx/jO+X72th5DEU1EIQj2LCLjSGI3orWCTRWJqxj5TyMJbmxkRCpISLz/jn1g7yWfzWNWXkWwDdzun0NWatH1d1IyXJiFv0UUwwiCTmrpVylVsvj1ekRMHI51CHYFQduLJLcgyfXIcgOieYONHX0IdhYz+8fI/j9jYtnks8dPs6UpQcirk8k8h1g5hV05gG1c5V3rt2KaiyznnQRdb4SfIAhogT8l5rfBzoHgxjYXABPR/WGgjCC8cXSgNxTDsoJ86HwrqUqBfdXH2Ff7m5SsCsuVPPlq+ftqwrazjC/8BmN2F9v8H8MyqwQLz2NTpNP7xlnBBv8HafB/8EdUpav+I1ud8a36kRMEAacSJ+F5O5ZZRTT60USTGUOlZJuEpTTNWo7t7lFCcp6k7aRopMlVU7yaifF0uoeVskW3e47FCtzkeIqANIemuLGU3bS4bfKVGZYqDvKmg7WBLNcLvczn8oiiwPbQOHP5In8+sI5U2WZ91OTuxFlkO4VQvYJIEsGYIFdeQjKvE3KO0+CZRRQ1bHOSXWt+lT3tNaRyZ3hsYDc1ehafehWfMkzAUeT4eDezOR9fObuJ+Vw3Db6LOKUSouBAEJsAC8ty87mT+9lQcw5ZSGLmH8W2M+jeX0dx3IKi3oSibWNmJcmVsU8QcC4RD63HNscBGJwpUa6U8WrTyEoztjGIVR3AEfjz7y1PCoKM7LgZSenGNqex7Qyi3INXvszhkSoW8L7tG1jj+wq66kGSW7EqxyH/Dzx5bZC/OrfMprpefA7Hm95d2RT51MXjFDNfpVl+Bsx5sFIISicAC8UMv3vxED2BHu6IrHBvdAjReRsRR5jbanupc33/zQimOc/l1CGuFsvUu9ezlPssPb4dbI9+GI+yegB91f+R1Rnfqp88oijSFf0I8BHK5hIzkx9isjTJtOGgYkn4RDc9+jyaWOXlXCOjVYW3+PoJF2PcFxhBFQzuDV0nWdXoz3rxazWs9dygXB2h3uVHD/wqiqOP6cx19viWqbOeBnsF0RpED76VP9gWoFo8Smd0PS5pAbs6APYKIDJf6eLXjtm8q8Vkf70HVZIR3e9DkBsQxFoyhQrJygHOzhToCblo8JXxaCleHG9kItfA5bFOah03eOmGwua4B4+aR5GCaP5PYBQeR7KXqA1tRpa+gShYCFSgeglBdCGJLvju7eSq/Rob4peRBAtFfQdjqTyiOUJXTQOLhRCa9CQSKUTHXVjVi2AbIGhv+j/bdhXDDvH3l27htoZnaXMd5Y9vux9JVpBEBZfvA9hWBlHbjOC4Czvz27QGnPTl5/GKU8CbbycvGgZXlhfxhNdwi9MHpafBuIKt9iDIbVjYlE2DTn+CXb4iduEcgjGCLXci/09HDWzb5uzi3yGW/oaApPPW+t8joNZiGzfj1zYhi6vLmat+8ATbtv93z/+3D1et+kGybZvFwgUGV/6RxeIRVCAgFvGIJY7nW8hYGpYtstGxwk7PDCI+hooKgwUfEblIrd5MVLzGeFFlvSeN7fplprmf37/wPJ2+KL/ecAbK3wACFKwiV7N+enxFHGoviBEwR7CsFJizDKe8vO+V3dTqaQKOCn+0+VWCntsRrFEGMjfxlUsL/Pbm50kWQ0RdNjIzzBVqqRhZZNFmMr+TLbGXGE3XIokK9YEgkpDHsvIgOJg1f4qQMoBsjVIxTEQm0FxvQXa9+7uzp27M8lmqqf+KZZUQRD+i814+/B0VXc7xJ7evYFevIjrfgqjtImdE+er5C+xraaHddxHEOKL6Rjsvu3qRpYVP8JvHb2Z3cyfvWefCzH8D7BWkwKexrSKfPvE7zBTD/MK2D1Hv8WFXB7DTvw2CC3x/hCCoCFLke+8qWynjlBVkUcQypiH9MVC6Eb2/wWI5hYhISPNiW9k3/pbcQS75HspWlaz+WzS4t6CIKqXqBOdn34lkL6GKftbUPY8k+v/XBbJq1b+N8C89WF3qXPUTQxAEXGotTd5b6fL/NB61jsHcBXK2xRptBsG2qQgSkmCjixJPZLdRNCsookC3W+BMTscvLtLgSFO0ZKaLS4yljrEmtIV9/rN4zK9gU0EgQ9Us88XJTnYEJpjJL/GlyXa2JW5H0N+BUB3EJw9StkVmSy46PCn21S4iCRbYS4iSn3b3NcI6+J1hJEBAwO17L+lyhUy5jK63EdFuEHRU8TsVRMd2KL+KIAapWBpPXi2wVIrRHhKpFI9QNYvIrocRK89gFb8B5iJW/hEEMYTsfhhb2oFQfopw8C7WRa4Q14cR3R9GctyBKPmZSmd45NxFYm6LNscXwVpE1HZjWylsVBxSiT2tG9nYcBNi6esIYgTB9X6yho5mXuLU5CkG026Ozy9zW8KHrDSDFANrEqw0FL4IygYE0QfAYHqa1xeH6fDWIEk+UDoQtB0kqwa/fuFvubA8wN6AjSjVICot5PJPUC49zmy5zDPL42QrV2hwrUcRXYgUqPV+hMbQb692XFn1g7S61Lnq/y6SpJPwPsAD+gFGlj/Jwv9o795j6zwLO45/n/dy7j4+x7Ed23Eudu5XmjZNS9N2bRIVUaAUGIXSsbJOmrQy/oACG3RsbBqDTlSTSjWNmxhsQJkGA9rShKYUVgS0UNIkpWnqOHESO/HdPva5n/d9n/3himpMFZPY2tH39/nXsmT7eXW+5zl+LtUHSPt1Us0Go0GGhYpDglNEJqInVaA9WWC/OYSLS4jDhaCbgeQ5er2AlP9ZCMcIbYBjXCIcArOMa5YXIfFavnI6AGeSsHQnrn8FBMfxHOjLRWy0Hbxh1TkcfwCcDBfCN1BrPs3mwgwGA+GzWFrg7eM7Z1N86cQ+NrWn+fD2L2KJwFYwURPjvYqHzx9lsjnA29eeo5jr4qvDvazv2Q7Vw5TCbVzanYLEDZioBfWHcOwMJnULTvYWPv/DT7CzfZrLB87gpn5/aVaY2AmAtRGDbee467WX05nrwY0+BE4BG5WxpT8DG+IEQxSc74O5B8IJDoxl+NTQQcDj4zvnePeWc9zQKpCPPkei9Bls9j042TdD6loq1Z9xonySDs+yZumWIX40dZJfzI+xt3cLxUQW428F4HtjDzPbnOXK3FEqc5/HS7+VpkkwVT3BcK2bVOo6BhwD0QjV4ALF5Gb6C3e8PA+ZxJZmfPL/musk6cpew5rCH9GZ3M1C44ckmcU4ESmnTgWohPNUwmHqUYpS1MHX57dyrGLIu7N0eCXCcIZHSr04tGj3l1Yf+v5qViUew4uOk/ZKFP1JViZncOxpLHUsEZsLSZId7yIbPIjnZkjbMe45keZjv2hnU77J6swIU40Ej032sS5zmILzFMZOsqvjh+ScGRpBk7TbwtoWrlnGV080eXrW4zUrJ8Gk+MVcN5d3HWNDR8CKZbuhcg/4F2GybwVvPQafWvUHDE3+hPOt65lsrOTiVa/B8frB5AAXYxwIh7ELf0Mu4bEYrea2g19nvLLApR1TSysw/Z3grgB/FwRHwFnFN0dG+fEUdKRy/O661eQTRfJmiqRbWVqpGk1Caj/G+Jypudw9NE8h2c6m9l5qYYPztfPs69nGYNvy/zJeXckiA9lefqdrB9ZOUw4CgvAE7enLyGTeyJbiLWwtXMOK7G7a/MEXTngR+d+nGZ/89uvI7uJ1gwdohos8M/1FxipfJxOWSZoazzU6cYylza1Ti0pMRnkO17roT85xrt5JYGuknRYWSzOqgLcKYw9TDlx2tI0SRDDezBNZQ2eiQs4zWBPwquxpPKeEawIwAbeufoqhxe00rQPexXz62eXsLjxDI0pRSDZ4y+phWpFHe6qTcmuRp0sh4/UMe1cM8d4d4zSjAkk7zPZChXuv24fx92JrD0B4DqyF6n2Q3MNovYdCmGe6vMjjE2M8NHWMv7vmJhyvAxtOYUt3QvIqTPad4K6C1JvAW8WF+VM8OVflQu0ot/ffD04Rsrfi5N+HtU3s/PvB6eU9F13PzWu+THe2RrL4BwAE83eAu5HxcJBMOEyBpeuB1mYz/PX2S1ieXTpDc7w2y49nj5HxEsDaX45PZFt0pzrY27ObWjDBT0s1HHuWLcX3UcxeR4d54eUm6/e/dA+OyK/QjE9+67hOkp7cbjYU38Vg/m1EWGrBGAE1AusykJqix59nXXIC32nhuGU6vArjQZb7S+tJm4BlzjEiImqhpWlzGBPyL5PbeKLcTy1qY1O2m9DOYYKjeE6ehbDGaHAxK1OTvLF3mME2HxKXs2rZPh44XyXrQdZZoBFBNpkmmb6WVKKfoPUcFpeeTBupzr8n7S5CMAxtHwZvE8zfDq1TYCwkriayJf5ttIe7f/4jFmrDXLbqRo7PVWiS49r+PnLJ55f2t46A24Pxt2GMi61/ExqPUGi/kZHFOS5bnmd3p4+1dQKb5QejB/jW2Az57BV0F9+KlxikzSvj+oMYf+lmchvOMFs/z8eGSjxZ28H+3ksAaFQ+Tar5r0Cd8sLfkopG2NRxE8+VH6UeVejPDLDQOMLQzF+S8deR9Lqe31xu6MlcR2d2P8boPba85DTjk1emlN/Otq472NZ1B62gxkT1RwzPf4pk6ySRMZSsh2ssc0GaVuRRsz5DrU76EnNLBzanL2KqPsqB+TVcsD7bcuPs6hykmdpGVP08hkkMRYwt02seJYoSGH8XNnMjD549wMr0NHuW5xlvduPZXWzwH8FiOT13hGowzWC6SV8mSyV1G4dGS+z2nyTPIqkoxKt+CYJTmMQ1kHkn1L/DnHsr3z4zTDbZwda+m8jkd3HWybHoHCffvAsbfgzj9hIGp6B5FNs6BU4Wk3o9tnkYM38rn9x5LW7+DqKFIWzrOFFzmi4nyffHLXPVJ/irjkGM24fJvoNm1CIKG6TcJHPe67jr3CnWZGe4ceCFC2a9xNVYPGqNJ5moPcvjtSYbi8/gO97S/zkBx6TwnQ7c57dSuCbBQPtNL8cjIfJrKXzyiuF7afrz++jP7yOKAmrBJIcn7mQxOIPnzrAqu5lCcozIjjDSsmAcuh042ajxdD1Hk4hKGJGPDlGrHGa6GfG9xe1MBe3c3pfB2LOQ2EYQDlOLijw8t4Z11WHWFbfzzYk2PrD8CtqXvZsvnz7CA2fuJwx6uKX3GXblJ7nj6Yc5UU5zZXsn23Lr2BkNsSt1EIvHved2sDV5L/s6Z1iWu5I/37WPetjknuPfZypKckXPOiZzkEitwOITlD6BsTVwMljbxODjJF5FEJzGhmeIal/DJLZiMu/C4uEnrmNDsZOP56doMyM8u1jjvnNf4LbB63nwwmOUWmU+uOmdtHsp9i9/NevaNtDJ/cyUDpFI7aHSPMNM+RBpA1NRgZw7T8bzecfqF05RySU2sqnrrpdx9EX+5xQ+eUVyHI9soo8rV34BWNojaIzh7NxXOTX3URZsmob1cYIKvmmyKXea8aDAZJjjJ81LyNoRamHASMPh6vwR6q0Gjmlh2UEQnKXNlPng5leTaE3juAtkmaHffpKgfjOYHL0Zn0uSc+zITeCZOjcv/ymHM6u4PL9IlQzrs2UwO6g3TjFeb3JpZpGmezGp5F42pwzlVoPLutawrdDLlmIvsJH7R39GbeoJbkh/C+OtJVG4G5xuWrWHiGoH8BKXEKWuxzh5Ds06zAanuKn/A0w2y7S7ebZ0bQD2cHx+mKXTY2qsSMyyzEsyNPNpGuEE67xjJMLrmW89ynwwhqk+TBA1MManK/tm1mW76A2mWVu49uUcXpHfiDawSyzVW/NMN56kkNjKkZnPMrJ4kIXAoWo76PYnKJo65cij3a0xkCgxH2So2wxtbo165NGRu412e4RW6xFC24417QwHV3Jw1nKm6rI6UeH9fY+QctIYmkwERZ6trWZvcYZE5i0ksr8HuFTnPkSr8Sgna0UWbDel5B/y+r6r8B0fG1WJollcr5+nJr7BgQuP0XS284FVZzFOH4vJt7DML1Kfvx1rLS1TIJV+Pan0VXzm5Ldpjw5yVWGW+2a2MJi/mBv69mNIMDH3fsCnkHs7U/N/gesO8r3Z09RslsHEedJeJ3251+JSJe2vJ+n14jlFUt5KrcKU3yYv+rBqxiexlPIL9Pv7ANjT+xH29H6EMApYaJ5jpPQVkk6GydrPKQcjjIYei5FhPuzHtObo9lv0eRGPL7Sx2XF4otbPbJhhrjnC3rZnmUy2cXE+T9nWCZ0NYOuUnR1UvDXM+0VmGwU2piNSbhLj9WBaaUa4me/OXKAcHWAg28tFxc1Uyv9EtX6QjuI9zFb+mbctO0pbbhnpwkf56czjHDj3j7x95ZsomPU4bo7F8j9Qa4zx4/EneF3fm2kt3kc9GGNb/g1kzc94bvoQ65fdhe8NAC5Jfxud7R/Bc/vZnzxJwyYwdpx8Yi25xCCek3l5B0nk/4jCJ/I81/EopgYopu4EYLO1hLZOvTXOTP0pCskNjC18jZX5N5FNbmY6epChxUlW5PaQDX36W6fp939Ob6ICJmAxyjDebJLnBMY+Q621lqdmyniOT9B8iFVt1zHXmKDa8tiZH2ZX9+0cLQ0xmFs6pzM0BRbDKah+l5Q7SjkKKFfup9D+XlLRf9DlPMloaYTnWsfo8X2WZ67GYy2mbvEdl5rJMB95bGwD32ygFU7hGI9l+T/55e+cTl4KQE+u97//QUReofRRp8hvoBFOk3CKz19PBNXmceqtMyTcFYw1pvCJqFc/RxBMMdTM4ZkqK9PrcanQntrOVOUAYXiOhLuOi/q+geO8cMB0EM5Sqv47xlnBM9N/io0WMU6enX0HsOEoZ+fvZSFqZz5oX0llzQAAAl5JREFUsC63loHCH+M6uV9+fxSFVIOzpL0eXB0FJvHzoh91KnwiL5EgqgAG16QJbQXXpKgGF1hojtKRXNr/9mLKzVEmq49TSG6nI/38vjtrAbt0eouI/CqFT0REYuVFw6e3iiIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIrCp+IiMSKwiciIrGi8ImISKwofCIiEisKn4iIxIrCJyIisaLwiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEiseL/m6+Yl+SlEREReIprxiYhIrCh8IiISKwqfiIjEisInIiKxovCJiEisKHwiIhIr/wls6zjWfXPIrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#### plot torus ###\n",
    "numpoints = 10000\n",
    "rat_name = 'R'\n",
    "mod_name = '2'\n",
    "sess_name = 'OF'\n",
    "day_name = 'day2'\n",
    "file_name =  rat_name + '_' + mod_name + '_' + sess_name \n",
    "if len(day_name)>0:\n",
    "    file_name += '_' + day_name  \n",
    "\n",
    "f = np.load('Toroidal_topology_grid_cell_data/Results/' + file_name  + '_decoding.npz',\n",
    "    allow_pickle = True)\n",
    "c1 = f['coordsbox'][:,0]\n",
    "c2 = f['coordsbox'][:,1]\n",
    "times = f['times_box']\n",
    "f.close()    \n",
    "\n",
    "sig = 10\n",
    "c1 = np.arctan2(gaussian_filter1d(np.sin(c1),sig), gaussian_filter1d(np.cos(c1),sig))\n",
    "c2 = np.arctan2(gaussian_filter1d(np.sin(c2),sig), gaussian_filter1d(np.cos(c2),sig))\n",
    "\n",
    "numpoints = len(c1)\n",
    "r1, r2 = 1.5, 1\n",
    "x = np.zeros(numpoints)\n",
    "y = np.zeros(numpoints)\n",
    "z = np.zeros(numpoints)\n",
    "for i in range(numpoints):\n",
    "        x[i] = (r1 + r2*np.cos(c1[i]))*np.cos(c2[i]) \n",
    "        y[i] = (r1 + r2*np.cos(c1[i]))*np.sin(c2[i])  \n",
    "        z[i] =  r2*np.sin(c1[i])\n",
    "\n",
    "fig = plt.figure()\n",
    "times = np.arange(0,len(c1), 5)\n",
    "ax = Axes3D(fig)#c = c12all_orig0[times][ex],\n",
    "ax.scatter(x[times],y[times],z[times], c = np.cos((c1[times]-0.3)%(2*np.pi)), cmap = 'viridis', alpha = 0.6, s = 1)\n",
    "ax.axis('off')\n",
    "ax.view_init(60, 80)\n",
    "ax.set_zlim(-3,3)\n",
    "#plt.savefig('torus_c1.pdf')\n",
    "\n",
    "fig = plt.figure()\n",
    "times = np.arange(0,len(c1), 5)\n",
    "ax = Axes3D(fig)#c = c12all_orig0[times][ex],\n",
    "ax.scatter(x[times],y[times],z[times], c = np.cos((c2[times]-0.3)%(2*np.pi)), cmap = 'viridis', alpha = 0.6, s = 1)\n",
    "ax.axis('off')\n",
    "ax.view_init(60, 80)\n",
    "ax.set_zlim(-3,3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 8.168140899333462, 0.0, 8.168140899333462)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############ plot torus bump ##############\n",
    "\n",
    "rat_name = 'Q'\n",
    "mod_name = '1'\n",
    "sess_name = 'OF'\n",
    "day_name = ''\n",
    "file_name =  rat_name + '_' + mod_name + '_' + sess_name \n",
    "if len(day_name)>0:\n",
    "    file_name += '_' + day_name  \n",
    "\n",
    "\n",
    "f = np.load('Toroidal_topology_grid_cell_data/Results/' + file_name  + '_decoding.npz',\n",
    "    allow_pickle = True)\n",
    "coords = f['coordsbox']\n",
    "times = f['times_box']\n",
    "f.close()    \n",
    "\n",
    "spk = get_spikes(rat_name, mod_name, day_name, sess_name, bType = 'pure', bSmooth = False, bSpeed = True)[0]\n",
    "\n",
    "numangsint = 51\n",
    "m, x_edge, y_edge, circ = binned_statistic_2d(coords[:,0],coords[:,1], \n",
    "        spk[times,8], statistic='mean', bins=np.linspace(0, 2*np.pi,numangsint-1), \n",
    "                                              range=None, expand_binnumbers=True)\n",
    "m = smooth_tuning_map(m, numangsint-1, 2.75, bClose = True)\n",
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d')\n",
    "X, Y = np.meshgrid(x_edge, y_edge)\n",
    "X +=np.pi/5\n",
    "X = X%(2*np.pi)\n",
    "r1 = 1.5\n",
    "r2 = 1\n",
    "x = (r1 + r2*np.cos(X))*np.cos(Y) \n",
    "y = (r1 + r2*np.cos(X))*np.sin(Y)  \n",
    "z =  r2*np.sin(X)\n",
    "\n",
    "ax.plot_surface(x,y,z, facecolors=cm.viridis(np.power(m/np.max(m),1)),alpha = 1,\n",
    "                       linewidth=0.1, antialiased=True,\n",
    "                      rstride = 1, cstride =1, shade = False, vmin = 0,zorder = -2)\n",
    "ax.set_zlim(-2,2)\n",
    "ax.view_init(-125,135)\n",
    "#ax.view_init(45,135)\n",
    "\n",
    "plt.axis('off')\n",
    "plt.viridis()\n",
    "\n",
    "r_box = transforms.Affine2D().skew_deg(15,15)\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111) \n",
    "ax.imshow(np.rot90(np.roll(np.roll(m/np.max(m),40,1),0,0),1), origin = 'lower', extent = [0,2*np.pi,0, 2*np.pi], vmin = 0, vmax = 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "for x in ax.images + ax.lines + ax.collections:\n",
    "    trans = x.get_transform()\n",
    "    x.set_transform(r_box+trans) \n",
    "    if isinstance(x, PathCollection):\n",
    "        transoff = x.get_offset_transform()\n",
    "        x._transOffset = r_box+transoff     \n",
    "ax.set_xlim(0, 2*np.pi + 3*np.pi/5)\n",
    "ax.set_ylim(0, 2*np.pi + 3*np.pi/5)\n",
    "ax.set_aspect('equal', 'box') \n",
    "ax.axis('off')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############ plot colorbar ##############\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.05, 0.80, 0.9, 0.1])\n",
    "plt.axis('off')\n",
    "col_map = plt.get_cmap('afmhot')\n",
    "\n",
    "cb = mpl.colorbar.ColorbarBase(ax, orientation='horizontal',\n",
    "                               cmap=col_map)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.05, 0.80, 0.9, 0.1])\n",
    "plt.axis('off')\n",
    "col_map = plt.get_cmap('viridis')\n",
    "\n",
    "cb = mpl.colorbar.ColorbarBase(ax, orientation='horizontal',\n",
    "                               cmap=col_map)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
